{
    "metadata": {
        "benchmark": "Vals Index",
        "slug": "vals_index_v2",
        "description": "A single measure of AI's potential economic impact — agentic model performance across finance, coding, and legal tasks, weighted by each sector's share of U.S. GDP.",
        "benchmark_id": "vals_index_v2",
        "family": "vals_index",
        "version": "2",
        "updated": "2026-09-27",
        "dataset_type": "private",
        "industry": "index",
        "tasks": {
            "overall": "Overall",
            "finance_agent": "Finance Agent v2",
            "emb": "EMB",
            "terminal_bench_2_1": "Terminal-Bench 2.1",
            "vibe_code_bench": "Vibe Code Bench",
            "code_migration": "Code Migration",
            "legal_research": "Legal Research",
            "legal_agent_benchmark": "HLAB"
        },
        "models": [
            "alibaba/qwen3.6-plus",
            "alibaba/qwen3.7-max",
            "alibaba/qwen3.7-plus",
            "alibaba/qwen3.8-27b",
            "alibaba/qwen3.8-max",
            "ant/ling-3.0-flash-2607",
            "ant/ling-3.0-flash-af-rc3",
            "anthropic/claude-fable-5",
            "anthropic/claude-fable-5-1",
            "anthropic/claude-haiku-4-5-20251001-thinking",
            "anthropic/claude-opus-4-7",
            "anthropic/claude-opus-4-8",
            "anthropic/claude-opus-5",
            "anthropic/claude-opus-5-5",
            "anthropic/claude-sonnet-4-6",
            "anthropic/claude-sonnet-5",
            "anthropic/claude-sonnet-5-5",
            "deepseek/deepseek-v4-flash-0731",
            "deepseek/deepseek-v4-pro",
            "deepseek/deepseek-v4-pro-0813",
            "deepseek/deepseek-v4.1-flash",
            "fireworks/nemotron-lightning-3p5-30b-a3b",
            "google/gemini-3-flash-preview",
            "google/gemini-3.1-flash-lite-preview",
            "google/gemini-3.1-pro-preview",
            "google/gemini-3.5-flash",
            "google/gemini-3.5-flash-lite",
            "google/gemini-3.6-flash",
            "google/gemini-3.7-flash",
            "google/gemini-3.8-flash",
            "grok/grok-4.20-0309-reasoning",
            "grok/grok-4.3",
            "grok/grok-4.5",
            "grok/grok-4.6",
            "grok/grok-4.7",
            "inception/mercury-2.5",
            "kimi/kimi-k2.5-thinking",
            "kimi/kimi-k2.6",
            "kimi/kimi-k3",
            "meta/muse_spark_1_1",
            "meta/muse_spark_1_2",
            "meta/muse_spark_1_3",
            "meta/muse_spark_1_3_max",
            "minimax/MiniMax-M2.7",
            "minimax/MiniMax-M3",
            "mistralai/mistral-medium-3.5",
            "nvidia/nemotron-3-ultra-550b-a55b",
            "openai/gpt-5.4-mini-2026-03-17",
            "openai/gpt-5.4-nano-2026-03-17",
            "openai/gpt-5.5",
            "openai/gpt-5.6-luna",
            "openai/gpt-5.6-sol",
            "openai/gpt-5.6-terra",
            "openai/gpt-6-astra",
            "openai/gpt-6-luna",
            "openai/gpt-6-sol",
            "tencent/hy4-preview",
            "thinkingmachines/inkling",
            "thinkingmachines/inkling-small",
            "xiaomi/mimo-v2.5",
            "xiaomi/mimo-v2.5-pro",
            "xiaomi/mimo-v2.6-flash",
            "xiaomi/mimo-v2.6-pro",
            "zai/glm-5.2",
            "zai/glm-5.3",
            "zai/glm-5.3-flash"
        ],
        "partners": [],
        "showBadge": false,
        "visible": true,
        "use_cost_per_test": true,
        "runner": "external",
        "mode": "agentic",
        "archived": true,
        "partner": false,
        "total_models": 66
    },
    "tasks": {
        "overall": {
            "anthropic/claude-opus-5-5": {
                "accuracy": 69.689,
                "latency": 4320.731,
                "stderr": 0.937,
                "cost_per_test": 32.766011,
                "token_totals": {
                    "input_tokens": 26111736437,
                    "output_tokens": 390179801,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 24998910961,
                    "cache_write_tokens": 936264521
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "anthropic/claude-sonnet-5-5": {
                "accuracy": 69.219,
                "latency": 4207.124,
                "stderr": 0.962,
                "cost_per_test": 20.803442,
                "token_totals": {
                    "input_tokens": 35835336175,
                    "output_tokens": 480466610,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 34417379870,
                    "cache_write_tokens": 1239930755
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "anthropic/claude-fable-5-1": {
                "accuracy": 68.825,
                "latency": 4576.315,
                "stderr": 1.077,
                "cost_per_test": 28.916238,
                "token_totals": {
                    "input_tokens": 17294977546,
                    "output_tokens": 163782272,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 15077827193,
                    "cache_write_tokens": 1910172076
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "anthropic/claude-opus-5": {
                "accuracy": 67.213,
                "latency": 3348.565,
                "stderr": 0.978,
                "cost_per_test": 18.810212,
                "token_totals": {
                    "input_tokens": 12870034577,
                    "output_tokens": 118968302,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 12219125012,
                    "cache_write_tokens": 516373519
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "openai/gpt-6-astra": {
                "accuracy": 66.608,
                "latency": 1510.529,
                "stderr": 1.093,
                "cost_per_test": 19.088776,
                "token_totals": {
                    "input_tokens": 3642278125,
                    "output_tokens": 78432657,
                    "reasoning_tokens": 46744595,
                    "cache_read_tokens": 3200902646,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "anthropic/claude-fable-5": {
                "accuracy": 66.036,
                "latency": 2271.1,
                "stderr": 1.028,
                "cost_per_test": 28.725071,
                "token_totals": {
                    "input_tokens": 9053399672,
                    "output_tokens": 98649749,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 8642799312,
                    "cache_write_tokens": 351068223
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "meta/muse_spark_1_3_max": {
                "accuracy": 64.526,
                "latency": 1230.411,
                "stderr": 1.23,
                "cost_per_test": 3.404111,
                "token_totals": {
                    "input_tokens": 9211027008,
                    "output_tokens": 77477083,
                    "reasoning_tokens": 36960671,
                    "cache_read_tokens": 8846511178,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "openai/gpt-5.6-sol": {
                "accuracy": 63.709,
                "latency": 1943.907,
                "stderr": 1.06,
                "cost_per_test": 14.205832,
                "token_totals": {
                    "input_tokens": 5191613777,
                    "output_tokens": 105483861,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 4606830773,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "openai/gpt-6-sol": {
                "accuracy": 62.569,
                "latency": 1593.734,
                "stderr": 0.954,
                "cost_per_test": 7.564103,
                "token_totals": {
                    "input_tokens": 7733082111,
                    "output_tokens": 80591178,
                    "reasoning_tokens": 54480477,
                    "cache_read_tokens": 7297148411,
                    "cache_write_tokens": 402998059
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "google/gemini-3.8-flash": {
                "accuracy": 62.252,
                "latency": 2692.685,
                "stderr": 1.009,
                "cost_per_test": 5.391952,
                "token_totals": {
                    "input_tokens": 10652216618,
                    "output_tokens": 99723680,
                    "reasoning_tokens": 57266178,
                    "cache_read_tokens": 9512667147,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "anthropic/claude-opus-4-8": {
                "accuracy": 60.908,
                "latency": 2182.138,
                "stderr": 1.027,
                "cost_per_test": 12.66685,
                "token_totals": {
                    "input_tokens": 6892446411,
                    "output_tokens": 99206482,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 6474229382,
                    "cache_write_tokens": 364023333
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "meta/muse_spark_1_3": {
                "accuracy": 60.31,
                "latency": 1276.983,
                "stderr": 1.076,
                "cost_per_test": 2.899528,
                "token_totals": {
                    "input_tokens": 5981055926,
                    "output_tokens": 62215005,
                    "reasoning_tokens": 30184709,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "grok/grok-4.7": {
                "accuracy": 60.215,
                "latency": 1975.967,
                "stderr": 1.079,
                "cost_per_test": 11.161883,
                "token_totals": {
                    "input_tokens": 5903398282,
                    "output_tokens": 95277104,
                    "reasoning_tokens": 54595046,
                    "cache_read_tokens": 5022990464,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "openai/gpt-5.6-luna": {
                "accuracy": 59.881,
                "latency": 1396.334,
                "stderr": 1.087,
                "cost_per_test": 0.778845,
                "token_totals": {
                    "input_tokens": 7718348043,
                    "output_tokens": 172065971,
                    "reasoning_tokens": null,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "anthropic/claude-sonnet-5": {
                "accuracy": 59.61,
                "latency": 2745.876,
                "stderr": 1.147,
                "cost_per_test": 11.740516,
                "token_totals": {
                    "input_tokens": 22035020760,
                    "output_tokens": 126592712,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 21618249208,
                    "cache_write_tokens": 327717709
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "openai/gpt-5.6-terra": {
                "accuracy": 59.588,
                "latency": 1730.183,
                "stderr": 1.331,
                "cost_per_test": 5.178734,
                "token_totals": {
                    "input_tokens": 5097991442,
                    "output_tokens": 124108261,
                    "reasoning_tokens": 92127311,
                    "cache_read_tokens": 4467139215,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "xiaomi/mimo-v2.6-flash": {
                "accuracy": 59.584,
                "latency": 2701.771,
                "stderr": 1.133,
                "cost_per_test": 0.19671,
                "token_totals": {
                    "input_tokens": 9275483161,
                    "output_tokens": 98366151,
                    "reasoning_tokens": 56687166,
                    "cache_read_tokens": 8744903613,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "xiaomi/mimo-v2.6-pro": {
                "accuracy": 59.47,
                "latency": 3139.768,
                "stderr": 1.177,
                "cost_per_test": 0.38918,
                "token_totals": {
                    "input_tokens": 6536770815,
                    "output_tokens": 94727410,
                    "reasoning_tokens": 62090256,
                    "cache_read_tokens": 6114753728,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "google/gemini-3.7-flash": {
                "accuracy": 59.307,
                "latency": 2592.928,
                "stderr": 1.065,
                "cost_per_test": 4.169542,
                "token_totals": {
                    "input_tokens": 7711961831,
                    "output_tokens": 78223196,
                    "reasoning_tokens": 31671638,
                    "cache_read_tokens": 6872181788,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "grok/grok-4.6": {
                "accuracy": 59.167,
                "latency": 2283.847,
                "stderr": 1.205,
                "cost_per_test": 4.335319,
                "token_totals": {
                    "input_tokens": 3768589157,
                    "output_tokens": 91956684,
                    "reasoning_tokens": 50438438,
                    "cache_read_tokens": 3338271659,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "openai/gpt-6-luna": {
                "accuracy": 58.45,
                "latency": 1590.457,
                "stderr": 1.107,
                "cost_per_test": 0.418873,
                "token_totals": {
                    "input_tokens": 8367574348,
                    "output_tokens": 152362466,
                    "reasoning_tokens": 124414611,
                    "cache_read_tokens": 7932356337,
                    "cache_write_tokens": 396158822
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "deepseek/deepseek-v4.1-flash": {
                "accuracy": 57.86,
                "latency": 1534.071,
                "stderr": 1.16,
                "cost_per_test": 0.303291,
                "token_totals": {
                    "input_tokens": 7930348156,
                    "output_tokens": 114241342,
                    "reasoning_tokens": 85006692,
                    "cache_read_tokens": 7650798336,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "kimi/kimi-k3": {
                "accuracy": 57.813,
                "latency": 4173.697,
                "stderr": 1.058,
                "cost_per_test": 6.467826,
                "token_totals": {
                    "input_tokens": 5873738338,
                    "output_tokens": 73291657,
                    "reasoning_tokens": 42547737,
                    "cache_read_tokens": 2030185983,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": null
            },
            "openai/gpt-5.5": {
                "accuracy": 57.411,
                "latency": 1251.251,
                "stderr": 1.151,
                "cost_per_test": 6.142389,
                "token_totals": {
                    "input_tokens": 2253903341,
                    "output_tokens": 56691895,
                    "reasoning_tokens": null,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "meta/muse_spark_1_2": {
                "accuracy": 57.053,
                "latency": 1009.228,
                "stderr": 1.117,
                "cost_per_test": 1.661592,
                "token_totals": {
                    "input_tokens": 3696286199,
                    "output_tokens": 53119242,
                    "reasoning_tokens": 21288023,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "zai/glm-5.3": {
                "accuracy": 56.97,
                "latency": 3988.986,
                "stderr": 1.349,
                "cost_per_test": 6.73155,
                "token_totals": {
                    "input_tokens": 9834508062,
                    "output_tokens": 153840469,
                    "reasoning_tokens": null,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Fireworks AI",
                "harness": null
            },
            "anthropic/claude-opus-4-7": {
                "accuracy": 56.114,
                "latency": 1705.956,
                "stderr": 1.214,
                "cost_per_test": 12.760253,
                "token_totals": {
                    "input_tokens": 7918355680,
                    "output_tokens": 73331613,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 7479074091,
                    "cache_write_tokens": 369806577
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "high",
                "provider": "Anthropic",
                "harness": null
            },
            "tencent/hy4-preview": {
                "accuracy": 55.402,
                "latency": 2871.238,
                "stderr": 1.248,
                "cost_per_test": 1.280885,
                "token_totals": {
                    "input_tokens": 7896397101,
                    "output_tokens": 138896099,
                    "reasoning_tokens": 101793186,
                    "cache_read_tokens": 7512594048,
                    "cache_write_tokens": 0
                },
                "temperature": 0.9,
                "top_p": 1.0,
                "max_output_tokens": 64000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Tencent",
                "harness": null
            },
            "google/gemini-3.6-flash": {
                "accuracy": 55.354,
                "latency": 1328.048,
                "stderr": 1.092,
                "cost_per_test": 3.02952,
                "token_totals": {
                    "input_tokens": 5329006331,
                    "output_tokens": 64363969,
                    "reasoning_tokens": 30398137,
                    "cache_read_tokens": 4648170977,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "meta/muse_spark_1_1": {
                "accuracy": 54.754,
                "latency": 827.803,
                "stderr": 1.148,
                "cost_per_test": 1.250502,
                "token_totals": {
                    "input_tokens": 3075412734,
                    "output_tokens": 49060986,
                    "reasoning_tokens": 24744202,
                    "cache_read_tokens": 2776673825,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 256000,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "deepseek/deepseek-v4-flash-0731": {
                "accuracy": 53.568,
                "latency": 2094.581,
                "stderr": 1.21,
                "cost_per_test": 0.839765,
                "token_totals": {
                    "input_tokens": 12458821976,
                    "output_tokens": 105942050,
                    "reasoning_tokens": 73608510,
                    "cache_read_tokens": 11876848853,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "zai/glm-5.2": {
                "accuracy": 53.122,
                "latency": 2527.312,
                "stderr": 1.184,
                "cost_per_test": 4.290631,
                "token_totals": {
                    "input_tokens": 4897387298,
                    "output_tokens": 72578822,
                    "reasoning_tokens": null,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Zhipu AI",
                "harness": null
            },
            "google/gemini-3.5-flash": {
                "accuracy": 53.079,
                "latency": 661.463,
                "stderr": 1.122,
                "cost_per_test": 2.914646,
                "token_totals": {
                    "input_tokens": 5439070661,
                    "output_tokens": 73417311,
                    "reasoning_tokens": null,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "deepseek/deepseek-v4-pro-0813": {
                "accuracy": 52.368,
                "latency": 3498.495,
                "stderr": 1.136,
                "cost_per_test": 3.282301,
                "token_totals": {
                    "input_tokens": 14318465577,
                    "output_tokens": 123476034,
                    "reasoning_tokens": 85438326,
                    "cache_read_tokens": 13443117482,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "alibaba/qwen3.8-max": {
                "accuracy": 51.844,
                "latency": 5445.777,
                "stderr": 1.288,
                "cost_per_test": 3.996716,
                "token_totals": {
                    "input_tokens": 5366385489,
                    "output_tokens": 113817573,
                    "reasoning_tokens": 82447375,
                    "cache_read_tokens": 4952847874,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "grok/grok-4.5": {
                "accuracy": 51.528,
                "latency": 837.691,
                "stderr": 1.317,
                "cost_per_test": 1.955641,
                "token_totals": {
                    "input_tokens": 1572959756,
                    "output_tokens": 48109129,
                    "reasoning_tokens": 15122055,
                    "cache_read_tokens": 1293726570,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "anthropic/claude-sonnet-4-6": {
                "accuracy": 50.593,
                "latency": 2085.722,
                "stderr": 1.235,
                "cost_per_test": 8.404689,
                "token_totals": {
                    "input_tokens": 9395598561,
                    "output_tokens": 77934688,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 9032066622,
                    "cache_write_tokens": 320789955
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": true,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "alibaba/qwen3.8-27b": {
                "accuracy": 48.485,
                "latency": 3634.583,
                "stderr": 1.454,
                "cost_per_test": 8.479089,
                "token_totals": {
                    "input_tokens": 7989118693,
                    "output_tokens": 149103691,
                    "reasoning_tokens": 110337354,
                    "cache_read_tokens": 0,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "zai/glm-5.3-flash": {
                "accuracy": 47.216,
                "latency": 4266.783,
                "stderr": 1.445,
                "cost_per_test": 0.992509,
                "token_totals": {
                    "input_tokens": 28466247263,
                    "output_tokens": 149734128,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 27854888107,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Fireworks AI",
                "harness": null
            },
            "alibaba/qwen3.7-max": {
                "accuracy": 44.769,
                "latency": 1781.791,
                "stderr": 1.078,
                "cost_per_test": 2.850897,
                "token_totals": {
                    "input_tokens": 1204062069,
                    "output_tokens": 30092870,
                    "reasoning_tokens": null,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "kimi/kimi-k2.6": {
                "accuracy": 43.465,
                "latency": 2392.268,
                "stderr": 1.174,
                "cost_per_test": 1.849897,
                "token_totals": {
                    "input_tokens": 6705030670,
                    "output_tokens": 58025942,
                    "reasoning_tokens": 11486,
                    "cache_read_tokens": 6148606992,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": null
            },
            "deepseek/deepseek-v4-pro": {
                "accuracy": 42.888,
                "latency": 1427.349,
                "stderr": 1.194,
                "cost_per_test": 0.940927,
                "token_totals": {
                    "input_tokens": 4286018452,
                    "output_tokens": 64454205,
                    "reasoning_tokens": 35695726,
                    "cache_read_tokens": 3973063859,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "minimax/MiniMax-M3": {
                "accuracy": 42.719,
                "latency": 2114.745,
                "stderr": 1.198,
                "cost_per_test": 2.495943,
                "token_totals": {
                    "input_tokens": 6310009185,
                    "output_tokens": 54937051,
                    "reasoning_tokens": null,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 512000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "MiniMax",
                "harness": null
            },
            "google/gemini-3.1-pro-preview": {
                "accuracy": 41.903,
                "latency": 560.152,
                "stderr": 1.173,
                "cost_per_test": 1.944534,
                "token_totals": {
                    "input_tokens": 2600449360,
                    "output_tokens": 24148182,
                    "reasoning_tokens": 14278256,
                    "cache_read_tokens": 2184929887,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "xiaomi/mimo-v2.5-pro": {
                "accuracy": 40.974,
                "latency": 1350.372,
                "stderr": 1.377,
                "cost_per_test": 0.152141,
                "token_totals": {
                    "input_tokens": 2508435735,
                    "output_tokens": 39317378,
                    "reasoning_tokens": null,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "xiaomi/mimo-v2.5": {
                "accuracy": 39.91,
                "latency": 1092.973,
                "stderr": 1.312,
                "cost_per_test": 0.061288,
                "token_totals": {
                    "input_tokens": 2780186533,
                    "output_tokens": 40358894,
                    "reasoning_tokens": null,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "openai/gpt-5.4-mini-2026-03-17": {
                "accuracy": 39.632,
                "latency": 1742.074,
                "stderr": 1.435,
                "cost_per_test": 1.380101,
                "token_totals": {
                    "input_tokens": 4796316300,
                    "output_tokens": 178576215,
                    "reasoning_tokens": 158816517,
                    "cache_read_tokens": 4048558110,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "alibaba/qwen3.7-plus": {
                "accuracy": 38.645,
                "latency": 1307.967,
                "stderr": 1.171,
                "cost_per_test": 0.439693,
                "token_totals": {
                    "input_tokens": 1643910163,
                    "output_tokens": 39049189,
                    "reasoning_tokens": null,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "google/gemini-3.5-flash-lite": {
                "accuracy": 36.711,
                "latency": 461.093,
                "stderr": 1.065,
                "cost_per_test": 0.543466,
                "token_totals": {
                    "input_tokens": 3393546561,
                    "output_tokens": 35025139,
                    "reasoning_tokens": 16840013,
                    "cache_read_tokens": 2350435985,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "thinkingmachines/inkling": {
                "accuracy": 34.102,
                "latency": 1176.629,
                "stderr": 1.132,
                "cost_per_test": 1.354489,
                "token_totals": {
                    "input_tokens": 3804323111,
                    "output_tokens": 59528073,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 3483172924,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 256000,
                "reasoning": null,
                "reasoning_effort": "0.99",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Thinkingmachines",
                "harness": null
            },
            "openai/gpt-5.4-nano-2026-03-17": {
                "accuracy": 32.997,
                "latency": 1229.587,
                "stderr": 1.276,
                "cost_per_test": 0.398254,
                "token_totals": {
                    "input_tokens": 5549058010,
                    "output_tokens": 55274234,
                    "reasoning_tokens": 34624369,
                    "cache_read_tokens": 4974306282,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "ant/ling-3.0-flash-af-rc3": {
                "accuracy": 32.553,
                "latency": 1072.857,
                "stderr": 0.966,
                "cost_per_test": 0.109173,
                "token_totals": {
                    "input_tokens": 3232017941,
                    "output_tokens": 67666363,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 2709221952,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Ant",
                "harness": null
            },
            "alibaba/qwen3.6-plus": {
                "accuracy": 31.979,
                "latency": 1260.202,
                "stderr": 0.976,
                "cost_per_test": 2.618074,
                "token_totals": {
                    "input_tokens": 2737393675,
                    "output_tokens": 38741690,
                    "reasoning_tokens": null,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "thinkingmachines/inkling-small": {
                "accuracy": 31.862,
                "latency": 1372.678,
                "stderr": 1.103,
                "cost_per_test": 0.281249,
                "token_totals": {
                    "input_tokens": 2275513174,
                    "output_tokens": 58895002,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 2105815595,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 262000,
                "reasoning": null,
                "reasoning_effort": "0.99",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Thinkingmachines",
                "harness": null
            },
            "google/gemini-3-flash-preview": {
                "accuracy": 29.444,
                "latency": 348.217,
                "stderr": 0.983,
                "cost_per_test": 0.409423,
                "token_totals": {
                    "input_tokens": 1702600857,
                    "output_tokens": 31783858,
                    "reasoning_tokens": 19424855,
                    "cache_read_tokens": 1132293364,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "nvidia/nemotron-3-ultra-550b-a55b": {
                "accuracy": 27.395,
                "latency": 1948.359,
                "stderr": 0.949,
                "cost_per_test": null,
                "token_totals": {
                    "input_tokens": 4573577723,
                    "output_tokens": 40658976,
                    "reasoning_tokens": null,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Nvidia",
                "harness": null
            },
            "kimi/kimi-k2.5-thinking": {
                "accuracy": 26.301,
                "latency": 2130.649,
                "stderr": 0.948,
                "cost_per_test": 0.511754,
                "token_totals": {
                    "input_tokens": 2042074549,
                    "output_tokens": 28860885,
                    "reasoning_tokens": 9538508,
                    "cache_read_tokens": 1815209193,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": null
            },
            "minimax/MiniMax-M2.7": {
                "accuracy": 24.556,
                "latency": 904.14,
                "stderr": 0.932,
                "cost_per_test": 0.87768,
                "token_totals": {
                    "input_tokens": 2645081856,
                    "output_tokens": 41972016,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 1204649149,
                    "cache_write_tokens": 20552360
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 196608,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "MiniMax",
                "harness": null
            },
            "grok/grok-4.3": {
                "accuracy": 24.294,
                "latency": 338.369,
                "stderr": 0.813,
                "cost_per_test": 0.676033,
                "token_totals": {
                    "input_tokens": 1163459787,
                    "output_tokens": 33067164,
                    "reasoning_tokens": 18210520,
                    "cache_read_tokens": 859598709,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "anthropic/claude-haiku-4-5-20251001-thinking": {
                "accuracy": 22.898,
                "latency": 500.129,
                "stderr": 0.839,
                "cost_per_test": 0.697729,
                "token_totals": {
                    "input_tokens": 2423312874,
                    "output_tokens": 34166900,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 2161493870,
                    "cache_write_tokens": 243274515
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 64000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Anthropic",
                "harness": null
            },
            "ant/ling-3.0-flash-2607": {
                "accuracy": 21.699,
                "latency": 2982.634,
                "stderr": 0.783,
                "cost_per_test": 0.104406,
                "token_totals": {
                    "input_tokens": 2521319020,
                    "output_tokens": 48997437,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 2069698382,
                    "cache_write_tokens": null
                },
                "temperature": 0.6,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Ant",
                "harness": null
            },
            "mistralai/mistral-medium-3.5": {
                "accuracy": 17.947,
                "latency": 3446.487,
                "stderr": 0.687,
                "cost_per_test": 8.010266,
                "token_totals": {
                    "input_tokens": 2751786234,
                    "output_tokens": 53383576,
                    "reasoning_tokens": null,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": 80000,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Mistral AI",
                "harness": null
            },
            "grok/grok-4.20-0309-reasoning": {
                "accuracy": 17.552,
                "latency": 349.748,
                "stderr": 0.526,
                "cost_per_test": 0.569009,
                "token_totals": {
                    "input_tokens": 8027608295,
                    "output_tokens": 21303467,
                    "reasoning_tokens": 13102246,
                    "cache_read_tokens": 7499919053,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": 2000000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "google/gemini-3.1-flash-lite-preview": {
                "accuracy": 15.457,
                "latency": 162.534,
                "stderr": 0.417,
                "cost_per_test": 0.136314,
                "token_totals": {
                    "input_tokens": 675777414,
                    "output_tokens": 12042817,
                    "reasoning_tokens": null,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "inception/mercury-2.5": {
                "accuracy": 12.952,
                "latency": 354.783,
                "stderr": 0.474,
                "cost_per_test": 0.300647,
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Inception",
                "harness": null
            },
            "fireworks/nemotron-lightning-3p5-30b-a3b": {
                "accuracy": 11.494,
                "latency": 1345.167,
                "stderr": 0.61,
                "cost_per_test": 0.09345,
                "token_totals": {
                    "input_tokens": 3640709809,
                    "output_tokens": 66857971,
                    "reasoning_tokens": null,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Fireworks AI",
                "harness": null
            }
        },
        "vibe_code_bench": {
            "anthropic/claude-sonnet-5-5": {
                "accuracy": 92.392,
                "latency": 3672.106,
                "stderr": 1.26,
                "cost_per_test": 31.250578,
                "token_totals": {
                    "input_tokens": 5822927217,
                    "output_tokens": 25491041,
                    "reasoning_tokens": 11893204,
                    "cache_read_tokens": 5760733058,
                    "cache_write_tokens": 62167153
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": "OpenHands"
            },
            "anthropic/claude-fable-5": {
                "accuracy": 90.352,
                "latency": 3711.026,
                "stderr": 2.097,
                "cost_per_test": 41.714694,
                "token_totals": {
                    "input_tokens": 1628443000,
                    "output_tokens": 8412174,
                    "reasoning_tokens": 2231064,
                    "cache_read_tokens": 1604184760,
                    "cache_write_tokens": 24245069
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": "OpenHands"
            },
            "anthropic/claude-opus-5-5": {
                "accuracy": 90.294,
                "latency": 5766.524,
                "stderr": 1.526,
                "cost_per_test": 57.922811,
                "token_totals": {
                    "input_tokens": 5596583425,
                    "output_tokens": 19722501,
                    "reasoning_tokens": 7457724,
                    "cache_read_tokens": 5539450465,
                    "cache_write_tokens": 57102136
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": "OpenHands"
            },
            "anthropic/claude-fable-5-1": {
                "accuracy": 90.263,
                "latency": 3459.994,
                "stderr": 1.566,
                "cost_per_test": 33.367507,
                "token_totals": {
                    "input_tokens": 2858376432,
                    "output_tokens": 11229337,
                    "reasoning_tokens": 2013796,
                    "cache_read_tokens": 2826345790,
                    "cache_write_tokens": 32006248
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": "OpenHands"
            },
            "openai/gpt-6-astra": {
                "accuracy": 89.594,
                "latency": 2344.127,
                "stderr": 2.174,
                "cost_per_test": 38.512323,
                "token_totals": {
                    "input_tokens": 813962842,
                    "output_tokens": 7672087,
                    "reasoning_tokens": 3013580,
                    "cache_read_tokens": 762745769,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": "OpenHands"
            },
            "anthropic/claude-opus-5": {
                "accuracy": 88.404,
                "latency": 5301.22,
                "stderr": 3.001,
                "cost_per_test": 33.876235,
                "token_totals": {
                    "input_tokens": 2505984639,
                    "output_tokens": 9909555,
                    "reasoning_tokens": 1547105,
                    "cache_read_tokens": 2470549366,
                    "cache_write_tokens": 35417005
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Anthropic",
                "harness": "OpenHands"
            },
            "openai/gpt-6-sol": {
                "accuracy": 87.824,
                "latency": 2336.393,
                "stderr": 2.526,
                "cost_per_test": 26.356012,
                "token_totals": {
                    "input_tokens": 3192235437,
                    "output_tokens": 6823472,
                    "reasoning_tokens": 2395580,
                    "cache_read_tokens": 3162891655,
                    "cache_write_tokens": 29258099
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": "OpenHands"
            },
            "grok/grok-4.7": {
                "accuracy": 86.175,
                "latency": 2147.065,
                "stderr": 2.181,
                "cost_per_test": 15.82706,
                "token_totals": {
                    "input_tokens": 767137889,
                    "output_tokens": 7923865,
                    "reasoning_tokens": 3838088,
                    "cache_read_tokens": 713123456,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": "OpenHands"
            },
            "meta/muse_spark_1_3_max": {
                "accuracy": 85.856,
                "latency": 977.668,
                "stderr": 2.508,
                "cost_per_test": 2.543084,
                "token_totals": {
                    "input_tokens": 651739493,
                    "output_tokens": 3048548,
                    "reasoning_tokens": 422854,
                    "cache_read_tokens": 636796800,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": "OpenHands"
            },
            "xiaomi/mimo-v2.6-pro": {
                "accuracy": 85.223,
                "latency": 3646.574,
                "stderr": 3.392,
                "cost_per_test": 1.043846,
                "token_totals": {
                    "input_tokens": 1076595168,
                    "output_tokens": 7478091,
                    "reasoning_tokens": 2852217,
                    "cache_read_tokens": 979676672,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": "OpenHands"
            },
            "kimi/kimi-k3": {
                "accuracy": 84.963,
                "latency": 5202.941,
                "stderr": 2.69,
                "cost_per_test": 17.590352,
                "token_totals": {
                    "input_tokens": 1395659476,
                    "output_tokens": 5599446,
                    "reasoning_tokens": 1497200,
                    "cache_read_tokens": 0,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": "OpenHands"
            },
            "deepseek/deepseek-v4.1-flash": {
                "accuracy": 84.739,
                "latency": 928.101,
                "stderr": 2.891,
                "cost_per_test": 0.407445,
                "token_totals": {
                    "input_tokens": 1429431621,
                    "output_tokens": 7186472,
                    "reasoning_tokens": 1913924,
                    "cache_read_tokens": 1418642812,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": "OpenHands"
            },
            "meta/muse_spark_1_3": {
                "accuracy": 82.859,
                "latency": 773.797,
                "stderr": 2.901,
                "cost_per_test": 2.101762,
                "token_totals": {
                    "input_tokens": 401837405,
                    "output_tokens": 2713902,
                    "reasoning_tokens": 370079,
                    "cache_read_tokens": 371584301,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": "OpenHands"
            },
            "anthropic/claude-opus-4-8": {
                "accuracy": 82.725,
                "latency": 4549.256,
                "stderr": 3.081,
                "cost_per_test": 26.879989,
                "token_totals": {
                    "input_tokens": 1802936139,
                    "output_tokens": 9844882,
                    "reasoning_tokens": 3416693,
                    "cache_read_tokens": 1781691366,
                    "cache_write_tokens": 21227618
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": "OpenHands"
            },
            "deepseek/deepseek-v4-pro-0813": {
                "accuracy": 82.297,
                "latency": 3982.6,
                "stderr": 3.148,
                "cost_per_test": 0.356023,
                "token_totals": {
                    "input_tokens": 1830028483,
                    "output_tokens": 7746431,
                    "reasoning_tokens": 2336919,
                    "cache_read_tokens": 1820296320,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": "OpenHands"
            },
            "openai/gpt-6-luna": {
                "accuracy": 81.649,
                "latency": 2219.515,
                "stderr": 3.377,
                "cost_per_test": 1.345703,
                "token_totals": {
                    "input_tokens": 3186713261,
                    "output_tokens": 9004550,
                    "reasoning_tokens": 3632878,
                    "cache_read_tokens": 3158117507,
                    "cache_write_tokens": 28566327
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": "OpenHands"
            },
            "anthropic/claude-sonnet-5": {
                "accuracy": 81.325,
                "latency": 4001.424,
                "stderr": 3.046,
                "cost_per_test": 25.38542,
                "token_totals": {
                    "input_tokens": 5886886074,
                    "output_tokens": 13734667,
                    "reasoning_tokens": 5002326,
                    "cache_read_tokens": 5849205195,
                    "cache_write_tokens": 37648445
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": "OpenHands"
            },
            "openai/gpt-5.6-sol": {
                "accuracy": 80.495,
                "latency": 2033.047,
                "stderr": 3.716,
                "cost_per_test": 33.403634,
                "token_totals": {
                    "input_tokens": 85484634,
                    "output_tokens": 3878003,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 0,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": "OpenHands"
            },
            "meta/muse_spark_1_2": {
                "accuracy": 79.1,
                "latency": 1195.221,
                "stderr": 3.305,
                "cost_per_test": 1.529642,
                "token_totals": {
                    "input_tokens": 342866386,
                    "output_tokens": 2351182,
                    "reasoning_tokens": 239369,
                    "cache_read_tokens": 329175836,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": "OpenHands"
            },
            "xiaomi/mimo-v2.6-flash": {
                "accuracy": 78.96,
                "latency": 3013.012,
                "stderr": 4.045,
                "cost_per_test": 0.563041,
                "token_totals": {
                    "input_tokens": 1311689878,
                    "output_tokens": 7947370,
                    "reasoning_tokens": 3093850,
                    "cache_read_tokens": 1157695808,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": "OpenHands"
            },
            "google/gemini-3.8-flash": {
                "accuracy": 78.651,
                "latency": 519.104,
                "stderr": 3.884,
                "cost_per_test": 6.865141,
                "token_totals": {
                    "input_tokens": 1149521706,
                    "output_tokens": 6144190,
                    "reasoning_tokens": 1439332,
                    "cache_read_tokens": 1057116240,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": "OpenHands"
            },
            "zai/glm-5.3": {
                "accuracy": 78.125,
                "latency": 3847.197,
                "stderr": 3.94,
                "cost_per_test": 12.450185,
                "token_totals": {
                    "input_tokens": 1971471587,
                    "output_tokens": 8173329,
                    "reasoning_tokens": null,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Zhipu AI",
                "harness": "OpenHands"
            },
            "tencent/hy4-preview": {
                "accuracy": 77.478,
                "latency": 2493.104,
                "stderr": 4.035,
                "cost_per_test": 2.181516,
                "token_totals": {
                    "input_tokens": 1648623995,
                    "output_tokens": 6263219,
                    "reasoning_tokens": 1671679,
                    "cache_read_tokens": 1618107200,
                    "cache_write_tokens": 0
                },
                "temperature": 0.9,
                "top_p": 1.0,
                "max_output_tokens": 64000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Tencent",
                "harness": "OpenHands"
            },
            "openai/gpt-5.6-luna": {
                "accuracy": 77.055,
                "latency": 1551.831,
                "stderr": 3.069,
                "cost_per_test": 0.726426,
                "token_totals": {
                    "input_tokens": 54304210,
                    "output_tokens": 3660213,
                    "reasoning_tokens": null,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": "OpenHands"
            },
            "grok/grok-4.6": {
                "accuracy": 76.239,
                "latency": 1530.145,
                "stderr": 3.824,
                "cost_per_test": 4.875513,
                "token_totals": {
                    "input_tokens": 395097143,
                    "output_tokens": 3804849,
                    "reasoning_tokens": 775807,
                    "cache_read_tokens": 379498496,
                    "cache_write_tokens": 0
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": "OpenHands"
            },
            "deepseek/deepseek-v4-flash-0731": {
                "accuracy": 74.736,
                "latency": 2241.572,
                "stderr": 3.442,
                "cost_per_test": 0.905592,
                "token_totals": {
                    "input_tokens": 2153389585,
                    "output_tokens": 7751888,
                    "reasoning_tokens": 2696365,
                    "cache_read_tokens": 2141888000,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": "OpenHands"
            },
            "openai/gpt-5.6-terra": {
                "accuracy": 74.594,
                "latency": 1152.433,
                "stderr": 4.203,
                "cost_per_test": 7.887015,
                "token_totals": {
                    "input_tokens": 1192383214,
                    "output_tokens": 4865371,
                    "reasoning_tokens": 1379403,
                    "cache_read_tokens": 1138222288,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": "OpenHands"
            },
            "meta/muse_spark_1_1": {
                "accuracy": 72.158,
                "latency": 615.428,
                "stderr": 3.327,
                "cost_per_test": 0.923283,
                "token_totals": {
                    "input_tokens": 213516750,
                    "output_tokens": 2218049,
                    "reasoning_tokens": 189712,
                    "cache_read_tokens": 182918822,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 256000,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": "OpenHands"
            },
            "anthropic/claude-opus-4-7": {
                "accuracy": 71.003,
                "latency": 2141.902,
                "stderr": 4.506,
                "cost_per_test": 21.407199,
                "token_totals": {
                    "input_tokens": 1304465300,
                    "output_tokens": 5421314,
                    "reasoning_tokens": 277630,
                    "cache_read_tokens": 1286180434,
                    "cache_write_tokens": 18267241
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": "OpenHands"
            },
            "google/gemini-3.7-flash": {
                "accuracy": 70.395,
                "latency": 1423.494,
                "stderr": 4.837,
                "cost_per_test": 4.827643,
                "token_totals": {
                    "input_tokens": 911735026,
                    "output_tokens": 5880420,
                    "reasoning_tokens": 1013076,
                    "cache_read_tokens": 866906330,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": "OpenHands"
            },
            "openai/gpt-5.5": {
                "accuracy": 69.847,
                "latency": 1911.567,
                "stderr": 4.535,
                "cost_per_test": 16.661911,
                "token_totals": {
                    "input_tokens": 92633221,
                    "output_tokens": 3089898,
                    "reasoning_tokens": null,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": "OpenHands"
            },
            "grok/grok-4.5": {
                "accuracy": 69.002,
                "latency": 830.057,
                "stderr": 4.48,
                "cost_per_test": 4.102194,
                "token_totals": {
                    "input_tokens": 264749332,
                    "output_tokens": 3594207,
                    "reasoning_tokens": 64753,
                    "cache_read_tokens": 254635589,
                    "cache_write_tokens": 0
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": "OpenHands"
            },
            "alibaba/qwen3.8-27b": {
                "accuracy": 64.85,
                "latency": 2619.407,
                "stderr": 4.825,
                "cost_per_test": 23.456372,
                "token_totals": {
                    "input_tokens": 2292687899,
                    "output_tokens": 8824879,
                    "reasoning_tokens": 3211356,
                    "cache_read_tokens": 0,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": "OpenHands"
            },
            "alibaba/qwen3.8-max": {
                "accuracy": 64.696,
                "latency": 10135.139,
                "stderr": 5.362,
                "cost_per_test": 8.238852,
                "token_totals": {
                    "input_tokens": 1000088567,
                    "output_tokens": 6067236,
                    "reasoning_tokens": 2004745,
                    "cache_read_tokens": 921541719,
                    "cache_write_tokens": 0
                },
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": "OpenHands"
            },
            "google/gemini-3.6-flash": {
                "accuracy": 64.005,
                "latency": 1523.201,
                "stderr": 4.29,
                "cost_per_test": 3.041993,
                "token_totals": {
                    "input_tokens": 419948837,
                    "output_tokens": 4065006,
                    "reasoning_tokens": 715555,
                    "cache_read_tokens": 376526772,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": "OpenHands"
            },
            "zai/glm-5.2": {
                "accuracy": 63.961,
                "latency": 3748.167,
                "stderr": 4.795,
                "cost_per_test": 8.488514,
                "token_totals": {
                    "input_tokens": 55483571,
                    "output_tokens": 4081373,
                    "reasoning_tokens": null,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Zhipu AI",
                "harness": "OpenHands"
            },
            "anthropic/claude-sonnet-4-6": {
                "accuracy": 51.476,
                "latency": 1572.118,
                "stderr": 4.645,
                "cost_per_test": 5.907892,
                "token_totals": {
                    "input_tokens": 567692336,
                    "output_tokens": 4210455,
                    "reasoning_tokens": 442221,
                    "cache_read_tokens": 557548000,
                    "cache_write_tokens": 10135852
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": true,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": "OpenHands"
            },
            "deepseek/deepseek-v4-pro": {
                "accuracy": 49.931,
                "latency": 3418.92,
                "stderr": 4.767,
                "cost_per_test": 2.205991,
                "token_totals": {
                    "input_tokens": 1767336432,
                    "output_tokens": 7905241,
                    "reasoning_tokens": 2425211,
                    "cache_read_tokens": 1758006109,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 256000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": "OpenHands"
            },
            "google/gemini-3.5-flash": {
                "accuracy": 48.683,
                "latency": 893.074,
                "stderr": 4.727,
                "cost_per_test": 2.540385,
                "token_totals": {
                    "input_tokens": 64968703,
                    "output_tokens": 3285132,
                    "reasoning_tokens": null,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": "OpenHands"
            },
            "openai/gpt-5.4-mini-2026-03-17": {
                "accuracy": 47.969,
                "latency": 2055.117,
                "stderr": 5.606,
                "cost_per_test": 1.191299,
                "token_totals": {
                    "input_tokens": 1529114850,
                    "output_tokens": 14510964,
                    "reasoning_tokens": 8384750,
                    "cache_read_tokens": 1305150933,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": "OpenHands"
            },
            "alibaba/qwen3.7-max": {
                "accuracy": 47.671,
                "latency": 4689.627,
                "stderr": 4.63,
                "cost_per_test": 11.400322,
                "token_totals": {
                    "input_tokens": 197229291,
                    "output_tokens": 2354762,
                    "reasoning_tokens": null,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": "OpenHands"
            },
            "minimax/MiniMax-M3": {
                "accuracy": 47.566,
                "latency": 5073.23,
                "stderr": 5.442,
                "cost_per_test": 6.453899,
                "token_totals": {
                    "input_tokens": 61631839,
                    "output_tokens": 5567819,
                    "reasoning_tokens": null,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 512000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "MiniMax",
                "harness": "OpenHands"
            },
            "alibaba/qwen3.7-plus": {
                "accuracy": 46.391,
                "latency": 2231.75,
                "stderr": 4.614,
                "cost_per_test": 1.082348,
                "token_totals": {
                    "input_tokens": 55322964,
                    "output_tokens": 3391824,
                    "reasoning_tokens": null,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": "OpenHands"
            },
            "xiaomi/mimo-v2.5": {
                "accuracy": 42.174,
                "latency": 1580.348,
                "stderr": 4.568,
                "cost_per_test": 0.068395,
                "token_totals": {
                    "input_tokens": 7646791,
                    "output_tokens": 2710586,
                    "reasoning_tokens": null,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": "OpenHands"
            },
            "kimi/kimi-k2.6": {
                "accuracy": 37.891,
                "latency": 2967.768,
                "stderr": 4.912,
                "cost_per_test": 1.925351,
                "token_totals": {
                    "input_tokens": 1291837961,
                    "output_tokens": 3159307,
                    "reasoning_tokens": 11486,
                    "cache_read_tokens": 1269484743,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": "OpenHands"
            },
            "google/gemini-3.5-flash-lite": {
                "accuracy": 37.161,
                "latency": 501.522,
                "stderr": 4.627,
                "cost_per_test": 0.833111,
                "token_totals": {
                    "input_tokens": 387765124,
                    "output_tokens": 3360015,
                    "reasoning_tokens": 658865,
                    "cache_read_tokens": 307681641,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": "OpenHands"
            },
            "xiaomi/mimo-v2.5-pro": {
                "accuracy": 34.113,
                "latency": 2403.764,
                "stderr": 4.529,
                "cost_per_test": 0.166747,
                "token_totals": {
                    "input_tokens": 7242687,
                    "output_tokens": 3078284,
                    "reasoning_tokens": null,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": "OpenHands"
            },
            "google/gemini-3.1-pro-preview": {
                "accuracy": 32.034,
                "latency": 1211.906,
                "stderr": 4.342,
                "cost_per_test": 3.825202,
                "token_totals": {
                    "input_tokens": 722761650,
                    "output_tokens": 1941198,
                    "reasoning_tokens": 260725,
                    "cache_read_tokens": 678233584,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": "OpenHands"
            },
            "zai/glm-5.3-flash": {
                "accuracy": 30.759,
                "latency": 5027.281,
                "stderr": 5.277,
                "cost_per_test": 2.348805,
                "token_totals": {
                    "input_tokens": 7308851703,
                    "output_tokens": 11916569,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 7228379520,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Zhipu AI",
                "harness": "OpenHands"
            },
            "openai/gpt-5.4-nano-2026-03-17": {
                "accuracy": 26.097,
                "latency": 3276.224,
                "stderr": 5.075,
                "cost_per_test": 1.277298,
                "token_totals": {
                    "input_tokens": 2524890518,
                    "output_tokens": 10662405,
                    "reasoning_tokens": 4838232,
                    "cache_read_tokens": 2460443284,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": "OpenHands"
            },
            "alibaba/qwen3.6-plus": {
                "accuracy": 25.565,
                "latency": 2289.977,
                "stderr": 3.906,
                "cost_per_test": 5.447636,
                "token_totals": {
                    "input_tokens": 479493282,
                    "output_tokens": 2653745,
                    "reasoning_tokens": null,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": "OpenHands"
            },
            "google/gemini-3-flash-preview": {
                "accuracy": 20.204,
                "latency": 806.66,
                "stderr": 3.946,
                "cost_per_test": 0.942067,
                "token_totals": {
                    "input_tokens": 317204132,
                    "output_tokens": 2183311,
                    "reasoning_tokens": 357653,
                    "cache_read_tokens": 279403697,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": "OpenHands"
            },
            "grok/grok-4.3": {
                "accuracy": 19.403,
                "latency": 589.407,
                "stderr": 4.243,
                "cost_per_test": 1.28472,
                "token_totals": {
                    "input_tokens": 240295477,
                    "output_tokens": 2046068,
                    "reasoning_tokens": 220495,
                    "cache_read_tokens": 235309534,
                    "cache_write_tokens": 0
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": "OpenHands"
            },
            "thinkingmachines/inkling": {
                "accuracy": 19.214,
                "latency": 1105.492,
                "stderr": 3.659,
                "cost_per_test": 1.605949,
                "token_totals": {
                    "input_tokens": 385384338,
                    "output_tokens": 2166011,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 380152294,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 256000,
                "reasoning": null,
                "reasoning_effort": "0.99",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Thinkingmachines",
                "harness": "OpenHands"
            },
            "thinkingmachines/inkling-small": {
                "accuracy": 19.052,
                "latency": 2949.469,
                "stderr": 3.403,
                "cost_per_test": 0.432264,
                "token_totals": {
                    "input_tokens": 294407624,
                    "output_tokens": 2135670,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 289327616,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 262000,
                "reasoning": null,
                "reasoning_effort": "0.99",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Thinkingmachines",
                "harness": "OpenHands"
            },
            "kimi/kimi-k2.5-thinking": {
                "accuracy": 17.536,
                "latency": 2570.381,
                "stderr": 3.258,
                "cost_per_test": 0.879292,
                "token_totals": {
                    "input_tokens": 289848467,
                    "output_tokens": 2490783,
                    "reasoning_tokens": 123400,
                    "cache_read_tokens": 283745267,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": "OpenHands"
            },
            "minimax/MiniMax-M2.7": {
                "accuracy": 11.926,
                "latency": 1377.326,
                "stderr": 2.857,
                "cost_per_test": 2.819109,
                "token_totals": {
                    "input_tokens": 470065443,
                    "output_tokens": 3235220,
                    "reasoning_tokens": 171505,
                    "cache_read_tokens": 63061859,
                    "cache_write_tokens": 325666
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 196608,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "MiniMax",
                "harness": "OpenHands"
            },
            "anthropic/claude-haiku-4-5-20251001-thinking": {
                "accuracy": 11.393,
                "latency": 775.882,
                "stderr": 3.129,
                "cost_per_test": 1.306474,
                "token_totals": {
                    "input_tokens": 1024173457,
                    "output_tokens": 4124891,
                    "reasoning_tokens": 878548,
                    "cache_read_tokens": 1007363608,
                    "cache_write_tokens": 16704885
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 64000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Anthropic",
                "harness": "OpenHands"
            },
            "nvidia/nemotron-3-ultra-550b-a55b": {
                "accuracy": 7.636,
                "latency": 2217.462,
                "stderr": 2.783,
                "cost_per_test": null,
                "token_totals": {
                    "input_tokens": 1965727676,
                    "output_tokens": 5440855,
                    "reasoning_tokens": null,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Nvidia",
                "harness": "OpenHands"
            },
            "grok/grok-4.20-0309-reasoning": {
                "accuracy": 4.063,
                "latency": 301.651,
                "stderr": 2.058,
                "cost_per_test": 0.771885,
                "token_totals": {
                    "input_tokens": 7403442417,
                    "output_tokens": 1887400,
                    "reasoning_tokens": 76700,
                    "cache_read_tokens": 7061849983,
                    "cache_write_tokens": 0
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": 2000000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": "OpenHands"
            },
            "inception/mercury-2.5": {
                "accuracy": 3.683,
                "latency": 193.041,
                "stderr": 1.407,
                "cost_per_test": 0.378016,
                "token_totals": {
                    "input_tokens": 198612247,
                    "output_tokens": 1426011,
                    "reasoning_tokens": 1298893,
                    "cache_read_tokens": 121617600,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Inception",
                "harness": "OpenHands"
            },
            "ant/ling-3.0-flash-af-rc3": {
                "accuracy": 3.4,
                "latency": 1451.032,
                "stderr": 1.291,
                "cost_per_test": 0.233022,
                "token_totals": {
                    "input_tokens": 666603077,
                    "output_tokens": 7351064,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 618088896,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Ant",
                "harness": "OpenHands"
            },
            "ant/ling-3.0-flash-2607": {
                "accuracy": 2.914,
                "latency": 1005.598,
                "stderr": 2.072,
                "cost_per_test": 0.292199,
                "token_totals": {
                    "input_tokens": 803530511,
                    "output_tokens": 3846224,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 768376791,
                    "cache_write_tokens": 0
                },
                "temperature": 0.6,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Ant",
                "harness": "OpenHands"
            },
            "mistralai/mistral-medium-3.5": {
                "accuracy": 2.888,
                "latency": 2470.533,
                "stderr": 1.713,
                "cost_per_test": 16.735503,
                "token_totals": {
                    "input_tokens": 538194513,
                    "output_tokens": 3931115,
                    "reasoning_tokens": null,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": 80000,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Mistral AI",
                "harness": "OpenHands"
            },
            "google/gemini-3.1-flash-lite-preview": {
                "accuracy": 0.0,
                "latency": 572.711,
                "stderr": 0.0,
                "cost_per_test": 0.51,
                "token_totals": {
                    "input_tokens": 53939702,
                    "output_tokens": 1042512,
                    "reasoning_tokens": null,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": "OpenHands"
            },
            "fireworks/nemotron-lightning-3p5-30b-a3b": {
                "accuracy": 0.0,
                "latency": 959.662,
                "stderr": 0.0,
                "cost_per_test": 0.128799,
                "token_totals": {
                    "input_tokens": 535193452,
                    "output_tokens": 3346611,
                    "reasoning_tokens": null,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Fireworks AI",
                "harness": "OpenHands"
            }
        },
        "finance_agent": {
            "google/gemini-3.8-flash": {
                "accuracy": 61.435,
                "latency": 200.952,
                "stderr": 0.128,
                "cost_per_test": 2.000457,
                "token_totals": {
                    "input_tokens": 1118010382,
                    "output_tokens": 25909358,
                    "reasoning_tokens": 18104089,
                    "cache_read_tokens": 719355707,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "meta/muse_spark_1_2": {
                "accuracy": 60.599,
                "latency": 304.205,
                "stderr": 0.279,
                "cost_per_test": 0.76972,
                "token_totals": {
                    "input_tokens": 424942458,
                    "output_tokens": 12218400,
                    "reasoning_tokens": 6559929,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "meta/muse_spark_1_3_max": {
                "accuracy": 59.958,
                "latency": 198.929,
                "stderr": 2.06,
                "cost_per_test": 0.756512,
                "token_totals": {
                    "input_tokens": 508981355,
                    "output_tokens": 16233804,
                    "reasoning_tokens": 9783963,
                    "cache_read_tokens": 331627422,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "google/gemini-3.7-flash": {
                "accuracy": 59.042,
                "latency": 181.334,
                "stderr": 0.272,
                "cost_per_test": 1.477884,
                "token_totals": {
                    "input_tokens": 711083728,
                    "output_tokens": 16887053,
                    "reasoning_tokens": 10058516,
                    "cache_read_tokens": 391282104,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "meta/muse_spark_1_3": {
                "accuracy": 58.901,
                "latency": 341.936,
                "stderr": 0.444,
                "cost_per_test": 0.741132,
                "token_totals": {
                    "input_tokens": 413247670,
                    "output_tokens": 14548497,
                    "reasoning_tokens": 8843980,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "anthropic/claude-fable-5-1": {
                "accuracy": 58.877,
                "latency": 1094.165,
                "stderr": 2.058,
                "cost_per_test": 8.346696,
                "token_totals": {
                    "input_tokens": 458174812,
                    "output_tokens": 33030168,
                    "reasoning_tokens": 19377315,
                    "cache_read_tokens": 228829928,
                    "cache_write_tokens": 229316981
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "anthropic/claude-opus-5": {
                "accuracy": 58.633,
                "latency": 598.424,
                "stderr": 0.077,
                "cost_per_test": 5.124473,
                "token_totals": {
                    "input_tokens": 543793980,
                    "output_tokens": 22921224,
                    "reasoning_tokens": 9150666,
                    "cache_read_tokens": 253099566,
                    "cache_write_tokens": 290670709
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "anthropic/claude-opus-5-5": {
                "accuracy": 58.587,
                "latency": 1987.81,
                "stderr": 0.17,
                "cost_per_test": 9.215734,
                "token_totals": {
                    "input_tokens": 763751733,
                    "output_tokens": 109304455,
                    "reasoning_tokens": 94811735,
                    "cache_read_tokens": 413590027,
                    "cache_write_tokens": 350117722
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "anthropic/claude-sonnet-5-5": {
                "accuracy": 58.103,
                "latency": 1903.336,
                "stderr": 0.673,
                "cost_per_test": 6.552431,
                "token_totals": {
                    "input_tokens": 1121526513,
                    "output_tokens": 137870326,
                    "reasoning_tokens": 120529788,
                    "cache_read_tokens": 555448124,
                    "cache_write_tokens": 566027579
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "google/gemini-3.5-flash": {
                "accuracy": 57.861,
                "latency": 322.279,
                "stderr": 0.231,
                "cost_per_test": 2.505488,
                "token_totals": {
                    "input_tokens": 1227406624,
                    "output_tokens": 26782944,
                    "reasoning_tokens": 20834822,
                    "cache_read_tokens": 707613227,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "zai/glm-5.3-flash": {
                "accuracy": 57.85,
                "latency": 890.519,
                "stderr": 2.061,
                "cost_per_test": 0.047625,
                "token_totals": {
                    "input_tokens": 333663746,
                    "output_tokens": 26908803,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 172014080,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Fireworks AI",
                "harness": null
            },
            "xiaomi/mimo-v2.6-pro": {
                "accuracy": 57.339,
                "latency": 648.075,
                "stderr": 0.574,
                "cost_per_test": 0.198909,
                "token_totals": {
                    "input_tokens": 305876104,
                    "output_tokens": 13378019,
                    "reasoning_tokens": 7659784,
                    "cache_read_tokens": 127922645,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "meta/muse_spark_1_1": {
                "accuracy": 57.207,
                "latency": 414.77,
                "stderr": 0.789,
                "cost_per_test": 0.723391,
                "token_totals": {
                    "input_tokens": 363982665,
                    "output_tokens": 15279252,
                    "reasoning_tokens": 10574096,
                    "cache_read_tokens": 177594427,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 256000,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "anthropic/claude-fable-5": {
                "accuracy": 56.314,
                "latency": 610.952,
                "stderr": 0.84,
                "cost_per_test": 8.061563,
                "token_totals": {
                    "input_tokens": 311882539,
                    "output_tokens": 19969523,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 110357130,
                    "cache_write_tokens": 201446408
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "google/gemini-3.6-flash": {
                "accuracy": 56.296,
                "latency": 224.899,
                "stderr": 0.183,
                "cost_per_test": 1.402901,
                "token_totals": {
                    "input_tokens": 627928399,
                    "output_tokens": 16297009,
                    "reasoning_tokens": 11292206,
                    "cache_read_tokens": 320603458,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "xiaomi/mimo-v2.6-flash": {
                "accuracy": 56.277,
                "latency": 421.99,
                "stderr": 0.462,
                "cost_per_test": 0.071536,
                "token_totals": {
                    "input_tokens": 349885254,
                    "output_tokens": 15078803,
                    "reasoning_tokens": 7475980,
                    "cache_read_tokens": 154212352,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "zai/glm-5.3": {
                "accuracy": 55.84,
                "latency": 949.539,
                "stderr": 2.066,
                "cost_per_test": 1.072768,
                "token_totals": {
                    "input_tokens": 363886559,
                    "output_tokens": 36729670,
                    "reasoning_tokens": null,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Fireworks AI",
                "harness": null
            },
            "tencent/hy4-preview": {
                "accuracy": 55.063,
                "latency": 1424.632,
                "stderr": 0.308,
                "cost_per_test": 0.5903,
                "token_totals": {
                    "input_tokens": 316560636,
                    "output_tokens": 41494337,
                    "reasoning_tokens": 34844249,
                    "cache_read_tokens": 129727253,
                    "cache_write_tokens": 0
                },
                "temperature": 0.9,
                "top_p": 1.0,
                "max_output_tokens": 64000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Tencent",
                "harness": null
            },
            "openai/gpt-5.6-luna": {
                "accuracy": 55.044,
                "latency": 772.153,
                "stderr": 0.309,
                "cost_per_test": 0.279224,
                "token_totals": {
                    "input_tokens": 533549683,
                    "output_tokens": 52574268,
                    "reasoning_tokens": 45760878,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "ant/ling-3.0-flash-af-rc3": {
                "accuracy": 54.927,
                "latency": 375.066,
                "stderr": 0.679,
                "cost_per_test": 0.044792,
                "token_totals": {
                    "input_tokens": 401804903,
                    "output_tokens": 19410118,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 155120896,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Ant",
                "harness": null
            },
            "openai/gpt-5.6-terra": {
                "accuracy": 54.436,
                "latency": 1449.852,
                "stderr": 2.071,
                "cost_per_test": 3.629197,
                "token_totals": {
                    "input_tokens": 651703808,
                    "output_tokens": 67770045,
                    "reasoning_tokens": 58991995,
                    "cache_read_tokens": 334920434,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "kimi/kimi-k3": {
                "accuracy": 54.36,
                "latency": 876.783,
                "stderr": 0.531,
                "cost_per_test": 1.066994,
                "token_totals": {
                    "input_tokens": 422084036,
                    "output_tokens": 16313955,
                    "reasoning_tokens": 10785593,
                    "cache_read_tokens": 0,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": null
            },
            "anthropic/claude-opus-4-8": {
                "accuracy": 53.918,
                "latency": 547.397,
                "stderr": 0.159,
                "cost_per_test": 4.218538,
                "token_totals": {
                    "input_tokens": 309993285,
                    "output_tokens": 17301258,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 82013466,
                    "cache_write_tokens": 227923817
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "anthropic/claude-sonnet-5": {
                "accuracy": 53.909,
                "latency": 792.086,
                "stderr": 0.518,
                "cost_per_test": 0.750759,
                "token_totals": {
                    "input_tokens": 164610121,
                    "output_tokens": 10102005,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 75956629,
                    "cache_write_tokens": 88646581
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "openai/gpt-5.6-sol": {
                "accuracy": 53.756,
                "latency": 1165.258,
                "stderr": 0.846,
                "cost_per_test": 1.253419,
                "token_totals": {
                    "input_tokens": 322058918,
                    "output_tokens": 6216567,
                    "reasoning_tokens": 4178719,
                    "cache_read_tokens": 276042752,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "grok/grok-4.6": {
                "accuracy": 53.682,
                "latency": 1000.937,
                "stderr": 0.67,
                "cost_per_test": 1.657732,
                "token_totals": {
                    "input_tokens": 495041785,
                    "output_tokens": 24551729,
                    "reasoning_tokens": 16279727,
                    "cache_read_tokens": 260943147,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "openai/gpt-6-astra": {
                "accuracy": 53.54,
                "latency": 692.672,
                "stderr": 2.078,
                "cost_per_test": 6.81746,
                "token_totals": {
                    "input_tokens": 240568066,
                    "output_tokens": 22397666,
                    "reasoning_tokens": 16813955,
                    "cache_read_tokens": 70591920,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "deepseek/deepseek-v4.1-flash": {
                "accuracy": 53.481,
                "latency": 364.376,
                "stderr": 0.39,
                "cost_per_test": 0.207465,
                "token_totals": {
                    "input_tokens": 354713236,
                    "output_tokens": 33772547,
                    "reasoning_tokens": 28648435,
                    "cache_read_tokens": 182250763,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "grok/grok-4.7": {
                "accuracy": 52.251,
                "latency": 932.724,
                "stderr": 0.355,
                "cost_per_test": 2.719136,
                "token_totals": {
                    "input_tokens": 827415903,
                    "output_tokens": 23428536,
                    "reasoning_tokens": 15352966,
                    "cache_read_tokens": 444856320,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "openai/gpt-5.5": {
                "accuracy": 51.76,
                "latency": 662.269,
                "stderr": 0.55,
                "cost_per_test": 4.149702,
                "token_totals": {
                    "input_tokens": 423716492,
                    "output_tokens": 17794792,
                    "reasoning_tokens": 13531292,
                    "cache_read_tokens": 217525163,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "anthropic/claude-opus-4-7": {
                "accuracy": 51.509,
                "latency": 360.437,
                "stderr": 0.49,
                "cost_per_test": 4.032269,
                "token_totals": {
                    "input_tokens": 370221415,
                    "output_tokens": 12293417,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 140274986,
                    "cache_write_tokens": 229852824
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "high",
                "provider": "Anthropic",
                "harness": null
            },
            "anthropic/claude-sonnet-4-6": {
                "accuracy": 51.035,
                "latency": 695.588,
                "stderr": 0.329,
                "cost_per_test": 2.409559,
                "token_totals": {
                    "input_tokens": 421005921,
                    "output_tokens": 20173634,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 230989311,
                    "cache_write_tokens": 189800855
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": true,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "alibaba/qwen3.8-max": {
                "accuracy": 50.593,
                "latency": 1174.928,
                "stderr": 0.578,
                "cost_per_test": 1.236977,
                "token_totals": {
                    "input_tokens": 313950822,
                    "output_tokens": 28653788,
                    "reasoning_tokens": 23202069,
                    "cache_read_tokens": 139669632,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "deepseek/deepseek-v4-pro-0813": {
                "accuracy": 50.393,
                "latency": 974.518,
                "stderr": 0.249,
                "cost_per_test": 0.880465,
                "token_totals": {
                    "input_tokens": 419761736,
                    "output_tokens": 30621918,
                    "reasoning_tokens": 25089786,
                    "cache_read_tokens": 218761173,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "openai/gpt-6-luna": {
                "accuracy": 49.873,
                "latency": 897.881,
                "stderr": 0.232,
                "cost_per_test": 0.124338,
                "token_totals": {
                    "input_tokens": 413604271,
                    "output_tokens": 45731435,
                    "reasoning_tokens": 41794427,
                    "cache_read_tokens": 199389488,
                    "cache_write_tokens": 214114651
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "zai/glm-5.2": {
                "accuracy": 49.699,
                "latency": 473.158,
                "stderr": 0.878,
                "cost_per_test": 0.713981,
                "token_totals": {
                    "input_tokens": 271639159,
                    "output_tokens": 12183429,
                    "reasoning_tokens": 7820405,
                    "cache_read_tokens": 98781099,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Zhipu AI",
                "harness": null
            },
            "deepseek/deepseek-v4-flash-0731": {
                "accuracy": 49.517,
                "latency": 490.245,
                "stderr": 0.465,
                "cost_per_test": 0.276154,
                "token_totals": {
                    "input_tokens": 406112640,
                    "output_tokens": 27423276,
                    "reasoning_tokens": 22726163,
                    "cache_read_tokens": 213584768,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "openai/gpt-6-sol": {
                "accuracy": 49.05,
                "latency": 539.907,
                "stderr": 0.58,
                "cost_per_test": 2.122121,
                "token_totals": {
                    "input_tokens": 416329027,
                    "output_tokens": 22746494,
                    "reasoning_tokens": 18774690,
                    "cache_read_tokens": 155710451,
                    "cache_write_tokens": 260528040
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "alibaba/qwen3.8-27b": {
                "accuracy": 48.553,
                "latency": 621.733,
                "stderr": 2.096,
                "cost_per_test": 0.748532,
                "token_totals": {
                    "input_tokens": 422396163,
                    "output_tokens": 41880461,
                    "reasoning_tokens": 34693358,
                    "cache_read_tokens": 0,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "grok/grok-4.5": {
                "accuracy": 48.349,
                "latency": 289.014,
                "stderr": 0.458,
                "cost_per_test": 1.156495,
                "token_totals": {
                    "input_tokens": 346429154,
                    "output_tokens": 13008523,
                    "reasoning_tokens": 7208719,
                    "cache_read_tokens": 193601579,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "minimax/MiniMax-M3": {
                "accuracy": 48.269,
                "latency": 496.894,
                "stderr": 0.437,
                "cost_per_test": 0.32345,
                "token_totals": {
                    "input_tokens": 302569216,
                    "output_tokens": 10069655,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 126041678,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 512000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "MiniMax",
                "harness": null
            },
            "alibaba/qwen3.7-max": {
                "accuracy": 47.776,
                "latency": 635.178,
                "stderr": 0.727,
                "cost_per_test": 0.553214,
                "token_totals": {
                    "input_tokens": 104973358,
                    "output_tokens": 3989677,
                    "reasoning_tokens": 2814264,
                    "cache_read_tokens": 19536384,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "google/gemini-3.5-flash-lite": {
                "accuracy": 47.442,
                "latency": 142.913,
                "stderr": 0.513,
                "cost_per_test": 0.389575,
                "token_totals": {
                    "input_tokens": 670526775,
                    "output_tokens": 10900400,
                    "reasoning_tokens": 7520808,
                    "cache_read_tokens": 196667284,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "thinkingmachines/inkling": {
                "accuracy": 46.597,
                "latency": 1082.125,
                "stderr": 0.925,
                "cost_per_test": 0.996264,
                "token_totals": {
                    "input_tokens": 882963514,
                    "output_tokens": 24911364,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 647224491,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 256000,
                "reasoning": null,
                "reasoning_effort": "0.99",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Thinkingmachines",
                "harness": null
            },
            "openai/gpt-5.4-mini-2026-03-17": {
                "accuracy": 45.36,
                "latency": 2153.503,
                "stderr": 0.447,
                "cost_per_test": 1.201815,
                "token_totals": {
                    "input_tokens": 609985753,
                    "output_tokens": 72941360,
                    "reasoning_tokens": 70078573,
                    "cache_read_tokens": 362827776,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "kimi/kimi-k2.6": {
                "accuracy": 44.899,
                "latency": 1629.639,
                "stderr": 0.733,
                "cost_per_test": 1.141587,
                "token_totals": {
                    "input_tokens": 846905588,
                    "output_tokens": 23540852,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 488314911,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": null
            },
            "deepseek/deepseek-v4-pro": {
                "accuracy": 44.083,
                "latency": 1526.183,
                "stderr": 0.653,
                "cost_per_test": 0.879086,
                "token_totals": {
                    "input_tokens": 508078472,
                    "output_tokens": 22058372,
                    "reasoning_tokens": 17233163,
                    "cache_read_tokens": 284032811,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "google/gemini-3.1-pro-preview": {
                "accuracy": 42.982,
                "latency": 208.258,
                "stderr": 1.206,
                "cost_per_test": 1.591906,
                "token_totals": {
                    "input_tokens": 365193664,
                    "output_tokens": 7730374,
                    "reasoning_tokens": 5787767,
                    "cache_read_tokens": 123797501,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "google/gemini-3-flash-preview": {
                "accuracy": 42.551,
                "latency": 246.543,
                "stderr": 0.434,
                "cost_per_test": 0.570657,
                "token_totals": {
                    "input_tokens": 657633680,
                    "output_tokens": 15218094,
                    "reasoning_tokens": 12099810,
                    "cache_read_tokens": 261501224,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "xiaomi/mimo-v2.5-pro": {
                "accuracy": 41.502,
                "latency": 497.373,
                "stderr": 1.193,
                "cost_per_test": 0.206445,
                "token_totals": {
                    "input_tokens": 507567154,
                    "output_tokens": 8732144,
                    "reasoning_tokens": 5054819,
                    "cache_read_tokens": 314066453,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "thinkingmachines/inkling-small": {
                "accuracy": 41.257,
                "latency": 994.255,
                "stderr": 0.832,
                "cost_per_test": 0.230271,
                "token_totals": {
                    "input_tokens": 696484546,
                    "output_tokens": 28023249,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 580562347,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 262000,
                "reasoning": null,
                "reasoning_effort": "0.99",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Thinkingmachines",
                "harness": null
            },
            "alibaba/qwen3.6-plus": {
                "accuracy": 40.846,
                "latency": 611.907,
                "stderr": 0.131,
                "cost_per_test": 0.814379,
                "token_totals": {
                    "input_tokens": 488661479,
                    "output_tokens": 11569301,
                    "reasoning_tokens": 8412225,
                    "cache_read_tokens": 0,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "alibaba/qwen3.7-plus": {
                "accuracy": 38.22,
                "latency": 542.045,
                "stderr": 1.04,
                "cost_per_test": 0.357661,
                "token_totals": {
                    "input_tokens": 446705484,
                    "output_tokens": 9996981,
                    "reasoning_tokens": 7272392,
                    "cache_read_tokens": 192899072,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "openai/gpt-5.4-nano-2026-03-17": {
                "accuracy": 38.217,
                "latency": 334.538,
                "stderr": 1.185,
                "cost_per_test": 0.15925,
                "token_totals": {
                    "input_tokens": 584481947,
                    "output_tokens": 10638763,
                    "reasoning_tokens": 7882802,
                    "cache_read_tokens": 325180587,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "grok/grok-4.3": {
                "accuracy": 37.728,
                "latency": 615.499,
                "stderr": 0.373,
                "cost_per_test": 0.848345,
                "token_totals": {
                    "input_tokens": 348106276,
                    "output_tokens": 15533931,
                    "reasoning_tokens": 12549303,
                    "cache_read_tokens": 125272960,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "nvidia/nemotron-3-ultra-550b-a55b": {
                "accuracy": 37.667,
                "latency": 253.882,
                "stderr": 0.149,
                "cost_per_test": null,
                "token_totals": {
                    "input_tokens": 408960062,
                    "output_tokens": 7705379,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 0,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Nvidia",
                "harness": null
            },
            "xiaomi/mimo-v2.5": {
                "accuracy": 36.728,
                "latency": 339.26,
                "stderr": 0.109,
                "cost_per_test": 0.08693,
                "token_totals": {
                    "input_tokens": 616264480,
                    "output_tokens": 8440426,
                    "reasoning_tokens": 5101469,
                    "cache_read_tokens": 360948032,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "kimi/kimi-k2.5-thinking": {
                "accuracy": 35.792,
                "latency": 751.754,
                "stderr": 1.989,
                "cost_per_test": 0.294389,
                "token_totals": {
                    "input_tokens": 324471186,
                    "output_tokens": 7830906,
                    "reasoning_tokens": 5301673,
                    "cache_read_tokens": 171400704,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": null
            },
            "mistralai/mistral-medium-3.5": {
                "accuracy": 32.103,
                "latency": 768.405,
                "stderr": 0.967,
                "cost_per_test": 1.908513,
                "token_totals": {
                    "input_tokens": 448123641,
                    "output_tokens": 24450234,
                    "reasoning_tokens": null,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": 80000,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Mistral AI",
                "harness": null
            },
            "anthropic/claude-haiku-4-5-20251001-thinking": {
                "accuracy": 31.01,
                "latency": 176.769,
                "stderr": 0.564,
                "cost_per_test": 0.602129,
                "token_totals": {
                    "input_tokens": 314188143,
                    "output_tokens": 7984201,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 140237697,
                    "cache_write_tokens": 172251987
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 64000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Anthropic",
                "harness": null
            },
            "ant/ling-3.0-flash-2607": {
                "accuracy": 30.314,
                "latency": 157.02,
                "stderr": 0.275,
                "cost_per_test": 0.05047,
                "token_totals": {
                    "input_tokens": 593259509,
                    "output_tokens": 13185323,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 426536000,
                    "cache_write_tokens": null
                },
                "temperature": 0.6,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Ant",
                "harness": null
            },
            "google/gemini-3.1-flash-lite-preview": {
                "accuracy": 29.988,
                "latency": 54.778,
                "stderr": 0.643,
                "cost_per_test": 0.142482,
                "token_totals": {
                    "input_tokens": 309249776,
                    "output_tokens": 4518540,
                    "reasoning_tokens": 3033245,
                    "cache_read_tokens": 88769598,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "grok/grok-4.20-0309-reasoning": {
                "accuracy": 28.492,
                "latency": 351.413,
                "stderr": 0.315,
                "cost_per_test": 0.791809,
                "token_totals": {
                    "input_tokens": 181695255,
                    "output_tokens": 12341665,
                    "reasoning_tokens": 9833132,
                    "cache_read_tokens": 66807493,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": 2000000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "minimax/MiniMax-M2.7": {
                "accuracy": 27.887,
                "latency": 803.528,
                "stderr": 0.508,
                "cost_per_test": 0.18348,
                "token_totals": {
                    "input_tokens": 573686662,
                    "output_tokens": 15857919,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 404654261,
                    "cache_write_tokens": 9164196
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 196608,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "MiniMax",
                "harness": null
            },
            "inception/mercury-2.5": {
                "accuracy": 18.556,
                "latency": 95.056,
                "stderr": 0.255,
                "cost_per_test": 0.106441,
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Inception",
                "harness": null
            },
            "fireworks/nemotron-lightning-3p5-30b-a3b": {
                "accuracy": 18.5,
                "latency": 539.61,
                "stderr": 0.882,
                "cost_per_test": 0.028554,
                "token_totals": {
                    "input_tokens": 335136335,
                    "output_tokens": 19277054,
                    "reasoning_tokens": null,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Fireworks AI",
                "harness": null
            }
        },
        "terminal_bench_2_1": {
            "anthropic/claude-opus-5-5": {
                "accuracy": 87.64,
                "latency": 383.079,
                "stderr": 1.716,
                "cost_per_test": 0.496033,
                "token_totals": {
                    "input_tokens": 22792900,
                    "output_tokens": 1198947,
                    "reasoning_tokens": 351772,
                    "cache_read_tokens": 20604830,
                    "cache_write_tokens": 2181727
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "high",
                "provider": "Anthropic",
                "harness": null
            },
            "openai/gpt-6-astra": {
                "accuracy": 87.266,
                "latency": 274.44,
                "stderr": 0.375,
                "cost_per_test": 1.339493,
                "token_totals": {
                    "input_tokens": 24715799,
                    "output_tokens": 1309769,
                    "reasoning_tokens": 764679,
                    "cache_read_tokens": 21492398,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "openai/gpt-5.6-sol": {
                "accuracy": 85.768,
                "latency": 372.819,
                "stderr": 1.35,
                "cost_per_test": 1.023319,
                "token_totals": {
                    "input_tokens": 29114624,
                    "output_tokens": 1324119,
                    "reasoning_tokens": 721900,
                    "cache_read_tokens": 20938069,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "anthropic/claude-fable-5-1": {
                "accuracy": 85.019,
                "latency": 500.355,
                "stderr": 0.991,
                "cost_per_test": 3.074796,
                "token_totals": {
                    "input_tokens": 21892452,
                    "output_tokens": 965107,
                    "reasoning_tokens": 472161,
                    "cache_read_tokens": 19902668,
                    "cache_write_tokens": 1985257
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "high",
                "provider": "Anthropic",
                "harness": null
            },
            "anthropic/claude-opus-5": {
                "accuracy": 84.644,
                "latency": 752.932,
                "stderr": 0.991,
                "cost_per_test": 0.886936,
                "token_totals": {
                    "input_tokens": 35206371,
                    "output_tokens": 1733729,
                    "reasoning_tokens": 1113936,
                    "cache_read_tokens": 32076924,
                    "cache_write_tokens": 3126721
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "high",
                "provider": "Anthropic",
                "harness": null
            },
            "openai/gpt-6-sol": {
                "accuracy": 83.146,
                "latency": 298.876,
                "stderr": 1.297,
                "cost_per_test": 0.373024,
                "token_totals": {
                    "input_tokens": 53182967,
                    "output_tokens": 1568343,
                    "reasoning_tokens": 998593,
                    "cache_read_tokens": 50178777,
                    "cache_write_tokens": 2943219
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "anthropic/claude-sonnet-5-5": {
                "accuracy": 83.146,
                "latency": 465.828,
                "stderr": 1.716,
                "cost_per_test": 0.625494,
                "token_totals": {
                    "input_tokens": 47223436,
                    "output_tokens": 3585507,
                    "reasoning_tokens": 379696,
                    "cache_read_tokens": 43257785,
                    "cache_write_tokens": 3960025
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "high",
                "provider": "Anthropic",
                "harness": null
            },
            "google/gemini-3.8-flash": {
                "accuracy": 81.273,
                "latency": 554.797,
                "stderr": 0.375,
                "cost_per_test": 1.544972,
                "token_totals": {
                    "input_tokens": 325795812,
                    "output_tokens": 4741834,
                    "reasoning_tokens": 2933371,
                    "cache_read_tokens": 286485175,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "kimi/kimi-k3": {
                "accuracy": 80.899,
                "latency": 608.575,
                "stderr": 0.649,
                "cost_per_test": 0.341034,
                "token_totals": {
                    "input_tokens": 20494904,
                    "output_tokens": 1244660,
                    "reasoning_tokens": 843947,
                    "cache_read_tokens": 0,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": null
            },
            "anthropic/claude-fable-5": {
                "accuracy": 80.524,
                "latency": 504.537,
                "stderr": 1.35,
                "cost_per_test": 1.429025,
                "token_totals": {
                    "input_tokens": 21092499,
                    "output_tokens": 1498447,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 18355304,
                    "cache_write_tokens": 2613456
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "openai/gpt-5.6-luna": {
                "accuracy": 79.026,
                "latency": 355.751,
                "stderr": 0.991,
                "cost_per_test": 0.053767,
                "token_totals": {
                    "input_tokens": 67560156,
                    "output_tokens": 2052883,
                    "reasoning_tokens": 1203057,
                    "cache_read_tokens": 62168050,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "meta/muse_spark_1_3_max": {
                "accuracy": 79.026,
                "latency": 731.78,
                "stderr": 0.991,
                "cost_per_test": 0.59671,
                "token_totals": {
                    "input_tokens": 198539978,
                    "output_tokens": 3621191,
                    "reasoning_tokens": 2589082,
                    "cache_read_tokens": 191325278,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "grok/grok-4.6": {
                "accuracy": 78.277,
                "latency": 642.908,
                "stderr": 2.085,
                "cost_per_test": 0.453642,
                "token_totals": {
                    "input_tokens": 37989503,
                    "output_tokens": 2301698,
                    "reasoning_tokens": 1606577,
                    "cache_read_tokens": 32943360,
                    "cache_write_tokens": 0
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "google/gemini-3.7-flash": {
                "accuracy": 77.528,
                "latency": 492.202,
                "stderr": 0.649,
                "cost_per_test": 1.022219,
                "token_totals": {
                    "input_tokens": 195502339,
                    "output_tokens": 3101625,
                    "reasoning_tokens": 1363982,
                    "cache_read_tokens": 167065334,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "openai/gpt-5.6-terra": {
                "accuracy": 77.528,
                "latency": 519.739,
                "stderr": 2.247,
                "cost_per_test": 0.472552,
                "token_totals": {
                    "input_tokens": 42753712,
                    "output_tokens": 2043151,
                    "reasoning_tokens": 1345891,
                    "cache_read_tokens": 37760047,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "openai/gpt-5.5": {
                "accuracy": 76.404,
                "latency": 427.412,
                "stderr": 0.649,
                "cost_per_test": 0.741883,
                "token_totals": {
                    "input_tokens": 16386293,
                    "output_tokens": 1376238,
                    "reasoning_tokens": 851034,
                    "cache_read_tokens": 12709120,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "xiaomi/mimo-v2.6-flash": {
                "accuracy": 76.404,
                "latency": 809.733,
                "stderr": 1.716,
                "cost_per_test": 0.02332,
                "token_totals": {
                    "input_tokens": 77103048,
                    "output_tokens": 3904513,
                    "reasoning_tokens": 3173128,
                    "cache_read_tokens": 71517419,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "deepseek/deepseek-v4.1-flash": {
                "accuracy": 74.532,
                "latency": 604.506,
                "stderr": 1.633,
                "cost_per_test": 0.098877,
                "token_totals": {
                    "input_tokens": 56873906,
                    "output_tokens": 6392867,
                    "reasoning_tokens": 5656496,
                    "cache_read_tokens": 54195840,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "anthropic/claude-sonnet-5": {
                "accuracy": 74.532,
                "latency": 635.043,
                "stderr": 2.085,
                "cost_per_test": 0.534595,
                "token_totals": {
                    "input_tokens": 74219799,
                    "output_tokens": 2321306,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 70230688,
                    "cache_write_tokens": 3987009
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "google/gemini-3.5-flash": {
                "accuracy": 74.157,
                "latency": 373.223,
                "stderr": 1.124,
                "cost_per_test": 0.868179,
                "token_totals": {
                    "input_tokens": 135043681,
                    "output_tokens": 2323941,
                    "reasoning_tokens": 196148,
                    "cache_read_tokens": 108305986,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "google/gemini-3.6-flash": {
                "accuracy": 73.783,
                "latency": 552.153,
                "stderr": 1.633,
                "cost_per_test": 1.174404,
                "token_totals": {
                    "input_tokens": 224181261,
                    "output_tokens": 3381533,
                    "reasoning_tokens": 1807265,
                    "cache_read_tokens": 190452944,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "grok/grok-4.7": {
                "accuracy": 73.408,
                "latency": 797.952,
                "stderr": 1.498,
                "cost_per_test": 1.076601,
                "token_totals": {
                    "input_tokens": 98794136,
                    "output_tokens": 2621813,
                    "reasoning_tokens": 1801692,
                    "cache_read_tokens": 78833280,
                    "cache_write_tokens": 0
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "openai/gpt-6-luna": {
                "accuracy": 73.034,
                "latency": 425.094,
                "stderr": 1.716,
                "cost_per_test": 0.029222,
                "token_totals": {
                    "input_tokens": 68771981,
                    "output_tokens": 2862029,
                    "reasoning_tokens": 2313628,
                    "cache_read_tokens": 64567254,
                    "cache_write_tokens": 4144652
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "meta/muse_spark_1_3": {
                "accuracy": 72.285,
                "latency": 857.636,
                "stderr": 0.375,
                "cost_per_test": 0.663249,
                "token_totals": {
                    "input_tokens": 153551412,
                    "output_tokens": 3070064,
                    "reasoning_tokens": 2095052,
                    "cache_read_tokens": 132688964,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "anthropic/claude-opus-4-8": {
                "accuracy": 71.91,
                "latency": 929.902,
                "stderr": 0.649,
                "cost_per_test": 2.409772,
                "token_totals": {
                    "input_tokens": 84371822,
                    "output_tokens": 5125339,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 76658876,
                    "cache_write_tokens": 7553615
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "zai/glm-5.3": {
                "accuracy": 71.536,
                "latency": 786.604,
                "stderr": 1.982,
                "cost_per_test": 0.30672,
                "token_totals": {
                    "input_tokens": 46365317,
                    "output_tokens": 2447978,
                    "reasoning_tokens": 1787588,
                    "cache_read_tokens": 42442496,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Zhipu AI",
                "harness": null
            },
            "google/gemini-3.1-pro-preview": {
                "accuracy": 70.787,
                "latency": 410.249,
                "stderr": 1.124,
                "cost_per_test": 0.582677,
                "token_totals": {
                    "input_tokens": 33939400,
                    "output_tokens": 2667201,
                    "reasoning_tokens": 2048217,
                    "cache_read_tokens": 26933702,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "meta/muse_spark_1_2": {
                "accuracy": 69.663,
                "latency": 879.273,
                "stderr": 0.649,
                "cost_per_test": 0.499472,
                "token_totals": {
                    "input_tokens": 131957427,
                    "output_tokens": 3332616,
                    "reasoning_tokens": 2186108,
                    "cache_read_tokens": 122415847,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "meta/muse_spark_1_1": {
                "accuracy": 69.288,
                "latency": 624.772,
                "stderr": 0.991,
                "cost_per_test": 0.417396,
                "token_totals": {
                    "input_tokens": 138955979,
                    "output_tokens": 3124998,
                    "reasoning_tokens": 1933296,
                    "cache_read_tokens": 136207264,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 256000,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "anthropic/claude-opus-4-7": {
                "accuracy": 68.539,
                "latency": 816.587,
                "stderr": 1.297,
                "cost_per_test": 1.977087,
                "token_totals": {
                    "input_tokens": 109753697,
                    "output_tokens": 3484336,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 103807239,
                    "cache_write_tokens": 5773113
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "high",
                "provider": "Anthropic",
                "harness": null
            },
            "grok/grok-4.5": {
                "accuracy": 67.79,
                "latency": 624.415,
                "stderr": 4.416,
                "cost_per_test": 0.283943,
                "token_totals": {
                    "input_tokens": 26039357,
                    "output_tokens": 1388617,
                    "reasoning_tokens": 651797,
                    "cache_read_tokens": 23426304,
                    "cache_write_tokens": 0
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "zai/glm-5.2": {
                "accuracy": 67.79,
                "latency": 820.506,
                "stderr": 0.991,
                "cost_per_test": 0.425184,
                "token_totals": {
                    "input_tokens": 58211167,
                    "output_tokens": 3186166,
                    "reasoning_tokens": 2550689,
                    "cache_read_tokens": 50590720,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 48000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Zhipu AI",
                "harness": null
            },
            "xiaomi/mimo-v2.6-pro": {
                "accuracy": 67.79,
                "latency": 939.123,
                "stderr": 1.873,
                "cost_per_test": 0.072656,
                "token_totals": {
                    "input_tokens": 62497955,
                    "output_tokens": 4342791,
                    "reasoning_tokens": 3692566,
                    "cache_read_tokens": 56788224,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "alibaba/qwen3.8-max": {
                "accuracy": 67.416,
                "latency": 890.917,
                "stderr": 0.649,
                "cost_per_test": 0.448084,
                "token_totals": {
                    "input_tokens": 43506113,
                    "output_tokens": 2658371,
                    "reasoning_tokens": 2141241,
                    "cache_read_tokens": 36047403,
                    "cache_write_tokens": 0
                },
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "deepseek/deepseek-v4-flash-0731": {
                "accuracy": 67.041,
                "latency": 683.03,
                "stderr": 1.35,
                "cost_per_test": 0.021068,
                "token_totals": {
                    "input_tokens": 54370624,
                    "output_tokens": 4785981,
                    "reasoning_tokens": 3945320,
                    "cache_read_tokens": 51580757,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": false,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "zai/glm-5.3-flash": {
                "accuracy": 62.921,
                "latency": 965.737,
                "stderr": 2.247,
                "cost_per_test": 0.028403,
                "token_totals": {
                    "input_tokens": 87337009,
                    "output_tokens": 3334054,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 80932267,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Fireworks AI",
                "harness": null
            },
            "alibaba/qwen3.7-max": {
                "accuracy": 61.049,
                "latency": 935.196,
                "stderr": 0.375,
                "cost_per_test": 0.33233,
                "token_totals": {
                    "input_tokens": 20525184,
                    "output_tokens": 1673824,
                    "reasoning_tokens": 1260207,
                    "cache_read_tokens": 15239680,
                    "cache_write_tokens": 0
                },
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "xiaomi/mimo-v2.5": {
                "accuracy": 60.674,
                "latency": 775.239,
                "stderr": 5.207,
                "cost_per_test": 0.021658,
                "token_totals": {
                    "input_tokens": 86304814,
                    "output_tokens": 3550628,
                    "reasoning_tokens": 2582392,
                    "cache_read_tokens": 81263296,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "alibaba/qwen3.8-27b": {
                "accuracy": 58.427,
                "latency": 892.585,
                "stderr": 5.254,
                "cost_per_test": 0.677989,
                "token_totals": {
                    "input_tokens": 95606478,
                    "output_tokens": 4179262,
                    "reasoning_tokens": 3317358,
                    "cache_read_tokens": 0,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "anthropic/claude-sonnet-4-6": {
                "accuracy": 57.303,
                "latency": 704.225,
                "stderr": 0.649,
                "cost_per_test": 0.572392,
                "token_totals": {
                    "input_tokens": 52390316,
                    "output_tokens": 1600704,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 49128739,
                    "cache_write_tokens": 3211949
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": false,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "xiaomi/mimo-v2.5-pro": {
                "accuracy": 57.303,
                "latency": 866.253,
                "stderr": 5.273,
                "cost_per_test": 0.043613,
                "token_totals": {
                    "input_tokens": 55124187,
                    "output_tokens": 2331687,
                    "reasoning_tokens": 1538667,
                    "cache_read_tokens": 51288960,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "thinkingmachines/inkling-small": {
                "accuracy": 55.056,
                "latency": 603.689,
                "stderr": 2.339,
                "cost_per_test": 0.127848,
                "token_totals": {
                    "input_tokens": 112525802,
                    "output_tokens": 2949484,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 107994240,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 262000,
                "reasoning": null,
                "reasoning_effort": "0.99",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Thinkingmachines",
                "harness": null
            },
            "tencent/hy4-preview": {
                "accuracy": 55.056,
                "latency": 1109.129,
                "stderr": 3.433,
                "cost_per_test": 0.140288,
                "token_totals": {
                    "input_tokens": 58874316,
                    "output_tokens": 2524449,
                    "reasoning_tokens": 1360245,
                    "cache_read_tokens": 54651691,
                    "cache_write_tokens": 0
                },
                "temperature": 0.9,
                "top_p": 1.0,
                "max_output_tokens": 64000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Tencent",
                "harness": null
            },
            "openai/gpt-5.4-mini-2026-03-17": {
                "accuracy": 54.682,
                "latency": 673.036,
                "stderr": 4.556,
                "cost_per_test": 0.286739,
                "token_totals": {
                    "input_tokens": 20716925,
                    "output_tokens": 4555260,
                    "reasoning_tokens": 3735861,
                    "cache_read_tokens": 15580075,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "deepseek/deepseek-v4-pro-0813": {
                "accuracy": 54.682,
                "latency": 862.374,
                "stderr": 1.498,
                "cost_per_test": 0.199883,
                "token_totals": {
                    "input_tokens": 41799035,
                    "output_tokens": 3293030,
                    "reasoning_tokens": 2648603,
                    "cache_read_tokens": 39518421,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "google/gemini-3-flash-preview": {
                "accuracy": 53.933,
                "latency": 376.158,
                "stderr": 1.297,
                "cost_per_test": 0.154312,
                "token_totals": {
                    "input_tokens": 40724231,
                    "output_tokens": 2528658,
                    "reasoning_tokens": 1486431,
                    "cache_read_tokens": 31587323,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "kimi/kimi-k2.6": {
                "accuracy": 53.558,
                "latency": 932.358,
                "stderr": 2.085,
                "cost_per_test": 0.138449,
                "token_totals": {
                    "input_tokens": 21929461,
                    "output_tokens": 1568451,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 18714965,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": 0.95,
                "max_output_tokens": 256000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": null
            },
            "minimax/MiniMax-M3": {
                "accuracy": 53.558,
                "latency": 1023.416,
                "stderr": 0.749,
                "cost_per_test": 0.205973,
                "token_totals": {
                    "input_tokens": 64485322,
                    "output_tokens": 2119689,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 53014239,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 512000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "MiniMax",
                "harness": null
            },
            "alibaba/qwen3.6-plus": {
                "accuracy": 53.184,
                "latency": 778.109,
                "stderr": 1.633,
                "cost_per_test": 0.201902,
                "token_totals": {
                    "input_tokens": 22196424,
                    "output_tokens": 2290370,
                    "reasoning_tokens": 1654262,
                    "cache_read_tokens": 0,
                    "cache_write_tokens": 0
                },
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "alibaba/qwen3.7-plus": {
                "accuracy": 52.809,
                "latency": 654.983,
                "stderr": 0.649,
                "cost_per_test": 0.095849,
                "token_totals": {
                    "input_tokens": 53627914,
                    "output_tokens": 1867100,
                    "reasoning_tokens": 1116365,
                    "cache_read_tokens": 44188800,
                    "cache_write_tokens": 0
                },
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "nvidia/nemotron-3-ultra-550b-a55b": {
                "accuracy": 50.936,
                "latency": 584.116,
                "stderr": 2.925,
                "cost_per_test": null,
                "token_totals": {
                    "input_tokens": 111289804,
                    "output_tokens": 2704899,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 0,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Nvidia",
                "harness": null
            },
            "google/gemini-3.5-flash-lite": {
                "accuracy": 50.187,
                "latency": 416.383,
                "stderr": 0.991,
                "cost_per_test": 0.337052,
                "token_totals": {
                    "input_tokens": 247145811,
                    "output_tokens": 2141665,
                    "reasoning_tokens": 1125438,
                    "cache_read_tokens": 183334301,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "ant/ling-3.0-flash-2607": {
                "accuracy": 50.187,
                "latency": 593.826,
                "stderr": 2.456,
                "cost_per_test": 0.067399,
                "token_totals": {
                    "input_tokens": 210224480,
                    "output_tokens": 3744590,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 194621013,
                    "cache_write_tokens": 0
                },
                "temperature": 0.6,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Ant",
                "harness": null
            },
            "ant/ling-3.0-flash-af-rc3": {
                "accuracy": 50.187,
                "latency": 833.528,
                "stderr": 1.35,
                "cost_per_test": 0.043393,
                "token_totals": {
                    "input_tokens": 136334405,
                    "output_tokens": 7151114,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 118584064,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Ant",
                "harness": null
            },
            "deepseek/deepseek-v4-pro": {
                "accuracy": 50.187,
                "latency": 1078.158,
                "stderr": 1.498,
                "cost_per_test": 0.239191,
                "token_totals": {
                    "input_tokens": 36128386,
                    "output_tokens": 3648724,
                    "reasoning_tokens": 2947326,
                    "cache_read_tokens": 34026923,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": false,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "minimax/MiniMax-M2.7": {
                "accuracy": 48.689,
                "latency": 812.638,
                "stderr": 3.066,
                "cost_per_test": 0.066012,
                "token_totals": {
                    "input_tokens": 90437019,
                    "output_tokens": 1897074,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 87265378,
                    "cache_write_tokens": 388109
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 196608,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "MiniMax",
                "harness": null
            },
            "thinkingmachines/inkling": {
                "accuracy": 47.566,
                "latency": 771.551,
                "stderr": 0.375,
                "cost_per_test": 0.630691,
                "token_totals": {
                    "input_tokens": 226227937,
                    "output_tokens": 3179128,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 220634923,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 256000,
                "reasoning": null,
                "reasoning_effort": "0.99",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Thinkingmachines",
                "harness": null
            },
            "grok/grok-4.20-0309-reasoning": {
                "accuracy": 44.195,
                "latency": 305.726,
                "stderr": 0.991,
                "cost_per_test": 0.407362,
                "token_totals": {
                    "input_tokens": 28275678,
                    "output_tokens": 2268536,
                    "reasoning_tokens": 1952049,
                    "cache_read_tokens": 18837397,
                    "cache_write_tokens": 0
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": 2000000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "anthropic/claude-haiku-4-5-20251001-thinking": {
                "accuracy": 43.82,
                "latency": 649.489,
                "stderr": 1.946,
                "cost_per_test": 0.363822,
                "token_totals": {
                    "input_tokens": 84235092,
                    "output_tokens": 4076150,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 80999717,
                    "cache_write_tokens": 2656167
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 64000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Anthropic",
                "harness": null
            },
            "grok/grok-4.3": {
                "accuracy": 41.948,
                "latency": 470.713,
                "stderr": 2.622,
                "cost_per_test": 0.982203,
                "token_totals": {
                    "input_tokens": 232260469,
                    "output_tokens": 2597032,
                    "reasoning_tokens": 1420634,
                    "cache_read_tokens": 220796992,
                    "cache_write_tokens": 0
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "kimi/kimi-k2.5-thinking": {
                "accuracy": 41.948,
                "latency": 1051.079,
                "stderr": 0.749,
                "cost_per_test": 0.085844,
                "token_totals": {
                    "input_tokens": 34513305,
                    "output_tokens": 1049061,
                    "reasoning_tokens": 355219,
                    "cache_read_tokens": 32430174,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": 0.95,
                "max_output_tokens": 256000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": null
            },
            "openai/gpt-5.4-nano-2026-03-17": {
                "accuracy": 41.573,
                "latency": 757.485,
                "stderr": 2.973,
                "cost_per_test": 0.072321,
                "token_totals": {
                    "input_tokens": 30849406,
                    "output_tokens": 3569635,
                    "reasoning_tokens": 2418488,
                    "cache_read_tokens": 23307435,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "mistralai/mistral-medium-3.5": {
                "accuracy": 38.951,
                "latency": 989.169,
                "stderr": 2.701,
                "cost_per_test": 1.190984,
                "token_totals": {
                    "input_tokens": 55841015,
                    "output_tokens": 2964803,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 0,
                    "cache_write_tokens": 0
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": 80000,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Mistral AI",
                "harness": null
            },
            "google/gemini-3.1-flash-lite-preview": {
                "accuracy": 34.082,
                "latency": 278.342,
                "stderr": 0.991,
                "cost_per_test": 0.084894,
                "token_totals": {
                    "input_tokens": 36882464,
                    "output_tokens": 2980609,
                    "reasoning_tokens": 2461322,
                    "cache_read_tokens": 27270935,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "inception/mercury-2.5": {
                "accuracy": 34.082,
                "latency": 678.28,
                "stderr": 0.991,
                "cost_per_test": 0.2108,
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Inception",
                "harness": null
            },
            "fireworks/nemotron-lightning-3p5-30b-a3b": {
                "accuracy": 10.861,
                "latency": 1028.327,
                "stderr": 2.622,
                "cost_per_test": 0.014296,
                "token_totals": {
                    "input_tokens": 73183797,
                    "output_tokens": 2194003,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 70641781,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Fireworks AI",
                "harness": null
            }
        },
        "emb": {
            "anthropic/claude-fable-5-1": {
                "accuracy": 76.67,
                "latency": 1771.558,
                "stderr": 2.085,
                "cost_per_test": 15.93249,
                "token_totals": {
                    "input_tokens": 454757375,
                    "output_tokens": 12499169,
                    "reasoning_tokens": 8150917,
                    "cache_read_tokens": 378586242,
                    "cache_write_tokens": 76164267
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "anthropic/claude-opus-5-5": {
                "accuracy": 75.938,
                "latency": 2106.434,
                "stderr": 2.383,
                "cost_per_test": 11.018974,
                "token_totals": {
                    "input_tokens": 922243024,
                    "output_tokens": 23704546,
                    "reasoning_tokens": 18569025,
                    "cache_read_tokens": 861165257,
                    "cache_write_tokens": 61067293
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "anthropic/claude-sonnet-5-5": {
                "accuracy": 75.713,
                "latency": 2204.991,
                "stderr": 2.437,
                "cost_per_test": 8.792863,
                "token_totals": {
                    "input_tokens": 2367951142,
                    "output_tokens": 29328538,
                    "reasoning_tokens": 22320203,
                    "cache_read_tokens": 2311427347,
                    "cache_write_tokens": 56507215
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "anthropic/claude-fable-5": {
                "accuracy": 73.666,
                "latency": 1594.153,
                "stderr": 2.468,
                "cost_per_test": 12.354419,
                "token_totals": {
                    "input_tokens": 345067688,
                    "output_tokens": 11953058,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 318538087,
                    "cache_write_tokens": 26523742
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "anthropic/claude-opus-5": {
                "accuracy": 73.556,
                "latency": 1558.673,
                "stderr": 2.24,
                "cost_per_test": 6.071566,
                "token_totals": {
                    "input_tokens": 686017503,
                    "output_tokens": 12323715,
                    "reasoning_tokens": 7957163,
                    "cache_read_tokens": 656949908,
                    "cache_write_tokens": 29058427
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "openai/gpt-5.6-sol": {
                "accuracy": 72.339,
                "latency": 590.258,
                "stderr": 2.373,
                "cost_per_test": 6.010773,
                "token_totals": {
                    "input_tokens": 318866006,
                    "output_tokens": 5457571,
                    "reasoning_tokens": 3316634,
                    "cache_read_tokens": 276762112,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "google/gemini-3.8-flash": {
                "accuracy": 72.196,
                "latency": 769.197,
                "stderr": 2.42,
                "cost_per_test": 8.243862,
                "token_totals": {
                    "input_tokens": 2960728904,
                    "output_tokens": 21722815,
                    "reasoning_tokens": 13162823,
                    "cache_read_tokens": 2787511478,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "openai/gpt-6-astra": {
                "accuracy": 71.7,
                "latency": 804.28,
                "stderr": 2.475,
                "cost_per_test": 5.827063,
                "token_totals": {
                    "input_tokens": 123989946,
                    "output_tokens": 5542631,
                    "reasoning_tokens": 3051513,
                    "cache_read_tokens": 104449111,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "openai/gpt-6-sol": {
                "accuracy": 71.53,
                "latency": 621.736,
                "stderr": 2.351,
                "cost_per_test": 1.276882,
                "token_totals": {
                    "input_tokens": 216104819,
                    "output_tokens": 5241605,
                    "reasoning_tokens": 3222968,
                    "cache_read_tokens": 204982294,
                    "cache_write_tokens": 11114719
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "google/gemini-3.7-flash": {
                "accuracy": 71.326,
                "latency": 650.914,
                "stderr": 2.262,
                "cost_per_test": 5.694001,
                "token_totals": {
                    "input_tokens": 1686304951,
                    "output_tokens": 18606388,
                    "reasoning_tokens": 7782800,
                    "cache_read_tokens": 1546827567,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "anthropic/claude-opus-4-8": {
                "accuracy": 69.373,
                "latency": 2632.285,
                "stderr": 2.606,
                "cost_per_test": 12.05844,
                "token_totals": {
                    "input_tokens": 833619980,
                    "output_tokens": 22136588,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 790543547,
                    "cache_write_tokens": 43067000
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "openai/gpt-6-luna": {
                "accuracy": 68.515,
                "latency": 1041.052,
                "stderr": 2.809,
                "cost_per_test": 0.141708,
                "token_totals": {
                    "input_tokens": 362285754,
                    "output_tokens": 11007243,
                    "reasoning_tokens": 8590626,
                    "cache_read_tokens": 332678280,
                    "cache_write_tokens": 29598418
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "meta/muse_spark_1_3_max": {
                "accuracy": 67.426,
                "latency": 829.829,
                "stderr": 3.056,
                "cost_per_test": 2.546868,
                "token_totals": {
                    "input_tokens": 1115802604,
                    "output_tokens": 13342216,
                    "reasoning_tokens": 8360823,
                    "cache_read_tokens": 1083342803,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "openai/gpt-5.6-luna": {
                "accuracy": 67.116,
                "latency": 660.047,
                "stderr": 2.936,
                "cost_per_test": 0.366502,
                "token_totals": {
                    "input_tokens": 653086981,
                    "output_tokens": 6955414,
                    "reasoning_tokens": 4412805,
                    "cache_read_tokens": 604381577,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "grok/grok-4.7": {
                "accuracy": 66.991,
                "latency": 2097.023,
                "stderr": 3.045,
                "cost_per_test": 6.481284,
                "token_totals": {
                    "input_tokens": 531961928,
                    "output_tokens": 15529729,
                    "reasoning_tokens": 10549516,
                    "cache_read_tokens": 448911360,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "kimi/kimi-k3": {
                "accuracy": 66.399,
                "latency": 2093.262,
                "stderr": 3.045,
                "cost_per_test": 3.480845,
                "token_totals": {
                    "input_tokens": 404448426,
                    "output_tokens": 9088004,
                    "reasoning_tokens": 6399483,
                    "cache_read_tokens": 0,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": null
            },
            "anthropic/claude-sonnet-5": {
                "accuracy": 66.316,
                "latency": 2985.704,
                "stderr": 3.006,
                "cost_per_test": 10.293794,
                "token_totals": {
                    "input_tokens": 3099396585,
                    "output_tokens": 25999381,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 3034388542,
                    "cache_write_tokens": 64983558
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "openai/gpt-5.6-terra": {
                "accuracy": 66.205,
                "latency": 813.024,
                "stderr": 3.11,
                "cost_per_test": 2.193037,
                "token_totals": {
                    "input_tokens": 314065634,
                    "output_tokens": 7024530,
                    "reasoning_tokens": 4854711,
                    "cache_read_tokens": 286789081,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "xiaomi/mimo-v2.6-flash": {
                "accuracy": 65.459,
                "latency": 1521.906,
                "stderr": 2.709,
                "cost_per_test": 0.108634,
                "token_totals": {
                    "input_tokens": 891374421,
                    "output_tokens": 16056047,
                    "reasoning_tokens": 12655956,
                    "cache_read_tokens": 861570496,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "google/gemini-3.6-flash": {
                "accuracy": 65.411,
                "latency": 726.48,
                "stderr": 2.646,
                "cost_per_test": 3.893069,
                "token_totals": {
                    "input_tokens": 1058720610,
                    "output_tokens": 15239728,
                    "reasoning_tokens": 6777930,
                    "cache_read_tokens": 972645922,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "openai/gpt-5.5": {
                "accuracy": 64.543,
                "latency": 910.575,
                "stderr": 2.869,
                "cost_per_test": 3.273352,
                "token_totals": {
                    "input_tokens": 183023742,
                    "output_tokens": 5181007,
                    "reasoning_tokens": 3094376,
                    "cache_read_tokens": 167235072,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "anthropic/claude-opus-4-7": {
                "accuracy": 63.728,
                "latency": 2315.595,
                "stderr": 3.106,
                "cost_per_test": 12.756352,
                "token_totals": {
                    "input_tokens": 1214546122,
                    "output_tokens": 18458044,
                    "reasoning_tokens": 10154511,
                    "cache_read_tokens": 1174122388,
                    "cache_write_tokens": 40413529
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "google/gemini-3.5-flash": {
                "accuracy": 63.548,
                "latency": 1123.555,
                "stderr": 2.752,
                "cost_per_test": 5.173115,
                "token_totals": {
                    "input_tokens": 1617865425,
                    "output_tokens": 16984726,
                    "reasoning_tokens": 10956816,
                    "cache_read_tokens": 1520002205,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "xiaomi/mimo-v2.6-pro": {
                "accuracy": 62.858,
                "latency": 3313.924,
                "stderr": 3.141,
                "cost_per_test": 0.328999,
                "token_totals": {
                    "input_tokens": 847310790,
                    "output_tokens": 17554862,
                    "reasoning_tokens": 14594001,
                    "cache_read_tokens": 813521152,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "grok/grok-4.6": {
                "accuracy": 62.727,
                "latency": 3178.533,
                "stderr": 3.085,
                "cost_per_test": 3.056382,
                "token_totals": {
                    "input_tokens": 292867165,
                    "output_tokens": 18238122,
                    "reasoning_tokens": 12738109,
                    "cache_read_tokens": 269312000,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "meta/muse_spark_1_3": {
                "accuracy": 62.712,
                "latency": 1374.999,
                "stderr": 2.956,
                "cost_per_test": 3.552349,
                "token_totals": {
                    "input_tokens": 1152349029,
                    "output_tokens": 12397789,
                    "reasoning_tokens": 7178696,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "zai/glm-5.2": {
                "accuracy": 61.532,
                "latency": 3532.407,
                "stderr": 2.879,
                "cost_per_test": 4.465213,
                "token_totals": {
                    "input_tokens": 1022219898,
                    "output_tokens": 19460303,
                    "reasoning_tokens": 14618756,
                    "cache_read_tokens": 930948672,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Zhipu AI",
                "harness": null
            },
            "anthropic/claude-sonnet-4-6": {
                "accuracy": 60.154,
                "latency": 3255.853,
                "stderr": 3.276,
                "cost_per_test": 7.22787,
                "token_totals": {
                    "input_tokens": 898138518,
                    "output_tokens": 21113414,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 854339701,
                    "cache_write_tokens": 43790957
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": true,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "alibaba/qwen3.8-max": {
                "accuracy": 60.066,
                "latency": 3467.209,
                "stderr": 3.352,
                "cost_per_test": 2.655924,
                "token_totals": {
                    "input_tokens": 599112401,
                    "output_tokens": 12051178,
                    "reasoning_tokens": 8874470,
                    "cache_read_tokens": 572733440,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "alibaba/qwen3.8-27b": {
                "accuracy": 59.661,
                "latency": 1370.794,
                "stderr": 3.029,
                "cost_per_test": 4.556437,
                "token_totals": {
                    "input_tokens": 821326544,
                    "output_tokens": 18031108,
                    "reasoning_tokens": 13367587,
                    "cache_read_tokens": 0,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "tencent/hy4-preview": {
                "accuracy": 58.076,
                "latency": 1839.41,
                "stderr": 3.136,
                "cost_per_test": 0.787396,
                "token_totals": {
                    "input_tokens": 824410363,
                    "output_tokens": 10431429,
                    "reasoning_tokens": 7444891,
                    "cache_read_tokens": 799662720,
                    "cache_write_tokens": 0
                },
                "temperature": 0.9,
                "top_p": 1.0,
                "max_output_tokens": 64000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Tencent",
                "harness": null
            },
            "kimi/kimi-k2.6": {
                "accuracy": 57.855,
                "latency": 2387.544,
                "stderr": 2.739,
                "cost_per_test": 2.195977,
                "token_totals": {
                    "input_tokens": 861752101,
                    "output_tokens": 14639278,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 826875904,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": null
            },
            "deepseek/deepseek-v4.1-flash": {
                "accuracy": 57.208,
                "latency": 780.458,
                "stderr": 3.227,
                "cost_per_test": 0.234152,
                "token_totals": {
                    "input_tokens": 893420650,
                    "output_tokens": 13279281,
                    "reasoning_tokens": 10184478,
                    "cache_read_tokens": 884618493,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "alibaba/qwen3.7-max": {
                "accuracy": 57.041,
                "latency": 1957.165,
                "stderr": 2.853,
                "cost_per_test": 2.857267,
                "token_totals": {
                    "input_tokens": 275851986,
                    "output_tokens": 9259862,
                    "reasoning_tokens": 4794212,
                    "cache_read_tokens": 207838976,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "meta/muse_spark_1_2": {
                "accuracy": 56.978,
                "latency": 1027.476,
                "stderr": 3.127,
                "cost_per_test": 2.313636,
                "token_totals": {
                    "input_tokens": 829404547,
                    "output_tokens": 10741088,
                    "reasoning_tokens": 5180580,
                    "cache_read_tokens": 769467634,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "deepseek/deepseek-v4-flash-0731": {
                "accuracy": 56.977,
                "latency": 1574.097,
                "stderr": 3.391,
                "cost_per_test": 0.383709,
                "token_totals": {
                    "input_tokens": 1018385162,
                    "output_tokens": 15135599,
                    "reasoning_tokens": 11153857,
                    "cache_read_tokens": 1008679680,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "meta/muse_spark_1_1": {
                "accuracy": 56.361,
                "latency": 891.512,
                "stderr": 3.153,
                "cost_per_test": 1.112498,
                "token_totals": {
                    "input_tokens": 368051977,
                    "output_tokens": 9069516,
                    "reasoning_tokens": 4627614,
                    "cache_read_tokens": 350123312,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 256000,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "zai/glm-5.3": {
                "accuracy": 56.344,
                "latency": 2172.231,
                "stderr": 3.319,
                "cost_per_test": 3.787827,
                "token_totals": {
                    "input_tokens": 942177449,
                    "output_tokens": 18177772,
                    "reasoning_tokens": null,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Zhipu AI",
                "harness": null
            },
            "zai/glm-5.3-flash": {
                "accuracy": 55.932,
                "latency": 4495.202,
                "stderr": 3.561,
                "cost_per_test": 0.713033,
                "token_totals": {
                    "input_tokens": 3932720612,
                    "output_tokens": 29249606,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 3849386240,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Zhipu AI",
                "harness": null
            },
            "xiaomi/mimo-v2.5-pro": {
                "accuracy": 55.228,
                "latency": 1747.98,
                "stderr": 3.112,
                "cost_per_test": 0.221264,
                "token_totals": {
                    "input_tokens": 455429765,
                    "output_tokens": 11928848,
                    "reasoning_tokens": 6975136,
                    "cache_read_tokens": 430971584,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "xiaomi/mimo-v2.5": {
                "accuracy": 55.092,
                "latency": 1837.949,
                "stderr": 3.127,
                "cost_per_test": 0.083304,
                "token_totals": {
                    "input_tokens": 599516539,
                    "output_tokens": 12515553,
                    "reasoning_tokens": 6917639,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "grok/grok-4.5": {
                "accuracy": 52.911,
                "latency": 1107.838,
                "stderr": 3.111,
                "cost_per_test": 1.55492,
                "token_totals": {
                    "input_tokens": 150960387,
                    "output_tokens": 7436273,
                    "reasoning_tokens": 2117149,
                    "cache_read_tokens": 129340672,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "deepseek/deepseek-v4-pro-0813": {
                "accuracy": 52.803,
                "latency": 2247.236,
                "stderr": 3.059,
                "cost_per_test": 1.08141,
                "token_totals": {
                    "input_tokens": 864870937,
                    "output_tokens": 15254147,
                    "reasoning_tokens": 11469965,
                    "cache_read_tokens": 855589504,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "google/gemini-3.1-pro-preview": {
                "accuracy": 52.616,
                "latency": 708.582,
                "stderr": 2.974,
                "cost_per_test": 3.769246,
                "token_totals": {
                    "input_tokens": 703037870,
                    "output_tokens": 5442617,
                    "reasoning_tokens": 2522069,
                    "cache_read_tokens": 656983985,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "deepseek/deepseek-v4-pro": {
                "accuracy": 51.623,
                "latency": 822.144,
                "stderr": 3.053,
                "cost_per_test": 0.796757,
                "token_totals": {
                    "input_tokens": 541981728,
                    "output_tokens": 9803133,
                    "reasoning_tokens": 3184172,
                    "cache_read_tokens": 527403648,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "alibaba/qwen3.7-plus": {
                "accuracy": 49.345,
                "latency": 2209.243,
                "stderr": 3.181,
                "cost_per_test": 0.597724,
                "token_totals": {
                    "input_tokens": 414159309,
                    "output_tokens": 10957606,
                    "reasoning_tokens": 5555265,
                    "cache_read_tokens": 355632384,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "minimax/MiniMax-M3": {
                "accuracy": 47.759,
                "latency": 1890.343,
                "stderr": 2.946,
                "cost_per_test": 2.091762,
                "token_totals": {
                    "input_tokens": 1398807070,
                    "output_tokens": 13708644,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 1372552733,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 512000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "MiniMax",
                "harness": null
            },
            "openai/gpt-5.4-mini-2026-03-17": {
                "accuracy": 45.426,
                "latency": 2601.215,
                "stderr": 3.645,
                "cost_per_test": 2.146984,
                "token_totals": {
                    "input_tokens": 688505179,
                    "output_tokens": 26360621,
                    "reasoning_tokens": 22515833,
                    "cache_read_tokens": 616310016,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "openai/gpt-5.4-nano-2026-03-17": {
                "accuracy": 44.751,
                "latency": 1767.043,
                "stderr": 3.121,
                "cost_per_test": 0.57312,
                "token_totals": {
                    "input_tokens": 1149607508,
                    "output_tokens": 16413434,
                    "reasoning_tokens": 10666857,
                    "cache_read_tokens": 1066555648,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "google/gemini-3.5-flash-lite": {
                "accuracy": 43.231,
                "latency": 493.632,
                "stderr": 3.105,
                "cost_per_test": 1.231783,
                "token_totals": {
                    "input_tokens": 1498941214,
                    "output_tokens": 10717779,
                    "reasoning_tokens": 4101020,
                    "cache_read_tokens": 1299388807,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "thinkingmachines/inkling": {
                "accuracy": 38.362,
                "latency": 1581.835,
                "stderr": 3.273,
                "cost_per_test": 1.671783,
                "token_totals": {
                    "input_tokens": 658436029,
                    "output_tokens": 9281665,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 641195264,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 256000,
                "reasoning": null,
                "reasoning_effort": "0.99",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Thinkingmachines",
                "harness": null
            },
            "ant/ling-3.0-flash-af-rc3": {
                "accuracy": 36.832,
                "latency": 2207.467,
                "stderr": 3.325,
                "cost_per_test": 0.179543,
                "token_totals": {
                    "input_tokens": 952446737,
                    "output_tokens": 16573128,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 886140288,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Ant",
                "harness": null
            },
            "alibaba/qwen3.6-plus": {
                "accuracy": 32.867,
                "latency": 1873.595,
                "stderr": 2.814,
                "cost_per_test": 2.866775,
                "token_totals": {
                    "input_tokens": 521107748,
                    "output_tokens": 8556725,
                    "reasoning_tokens": 1171101,
                    "cache_read_tokens": 0,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "thinkingmachines/inkling-small": {
                "accuracy": 31.762,
                "latency": 1173.625,
                "stderr": 2.956,
                "cost_per_test": 0.249301,
                "token_totals": {
                    "input_tokens": 254752442,
                    "output_tokens": 6362193,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 245337472,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 262000,
                "reasoning": null,
                "reasoning_effort": "0.99",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Thinkingmachines",
                "harness": null
            },
            "nvidia/nemotron-3-ultra-550b-a55b": {
                "accuracy": 31.735,
                "latency": 2382.355,
                "stderr": 2.805,
                "cost_per_test": null,
                "token_totals": {
                    "input_tokens": 591493477,
                    "output_tokens": 12813242,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 153934848,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Nvidia",
                "harness": null
            },
            "kimi/kimi-k2.5-thinking": {
                "accuracy": 28.469,
                "latency": 3796.855,
                "stderr": 2.23,
                "cost_per_test": 0.786639,
                "token_totals": {
                    "input_tokens": 515628666,
                    "output_tokens": 6819932,
                    "reasoning_tokens": 689099,
                    "cache_read_tokens": 500772956,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": null
            },
            "minimax/MiniMax-M2.7": {
                "accuracy": 28.451,
                "latency": 1207.259,
                "stderr": 2.431,
                "cost_per_test": 1.658686,
                "token_totals": {
                    "input_tokens": 547048102,
                    "output_tokens": 8578062,
                    "reasoning_tokens": 1143349,
                    "cache_read_tokens": 26409876,
                    "cache_write_tokens": 3330859
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 80000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "MiniMax",
                "harness": null
            },
            "google/gemini-3-flash-preview": {
                "accuracy": 26.017,
                "latency": 328.69,
                "stderr": 2.912,
                "cost_per_test": 0.453183,
                "token_totals": {
                    "input_tokens": 252451404,
                    "output_tokens": 4842419,
                    "reasoning_tokens": 1535428,
                    "cache_read_tokens": 210062842,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "ant/ling-3.0-flash-2607": {
                "accuracy": 25.006,
                "latency": 735.485,
                "stderr": 2.462,
                "cost_per_test": 0.179925,
                "token_totals": {
                    "input_tokens": 486672516,
                    "output_tokens": 18585242,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 379610210,
                    "cache_write_tokens": null
                },
                "temperature": 0.6,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Ant",
                "harness": null
            },
            "anthropic/claude-haiku-4-5-20251001-thinking": {
                "accuracy": 22.664,
                "latency": 718.845,
                "stderr": 2.392,
                "cost_per_test": 1.030784,
                "token_totals": {
                    "input_tokens": 426603491,
                    "output_tokens": 8226592,
                    "reasoning_tokens": 1108260,
                    "cache_read_tokens": 408024356,
                    "cache_write_tokens": 18501707
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 64000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Anthropic",
                "harness": null
            },
            "grok/grok-4.3": {
                "accuracy": 18.394,
                "latency": 271.547,
                "stderr": 1.667,
                "cost_per_test": 0.634124,
                "token_totals": {
                    "input_tokens": 139153568,
                    "output_tokens": 4590085,
                    "reasoning_tokens": 340343,
                    "cache_read_tokens": 118693351,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "fireworks/nemotron-lightning-3p5-30b-a3b": {
                "accuracy": 16.987,
                "latency": 2359.322,
                "stderr": 1.452,
                "cost_per_test": 0.182153,
                "token_totals": {
                    "input_tokens": 1042500185,
                    "output_tokens": 30098913,
                    "reasoning_tokens": null,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Fireworks AI",
                "harness": null
            },
            "grok/grok-4.20-0309-reasoning": {
                "accuracy": 11.739,
                "latency": 367.615,
                "stderr": 1.553,
                "cost_per_test": 0.469926,
                "token_totals": {
                    "input_tokens": 82567089,
                    "output_tokens": 1859488,
                    "reasoning_tokens": 251920,
                    "cache_read_tokens": 71571428,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": 2000000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "mistralai/mistral-medium-3.5": {
                "accuracy": 11.185,
                "latency": 3082.124,
                "stderr": 1.637,
                "cost_per_test": 10.603072,
                "token_totals": {
                    "input_tokens": 428119963,
                    "output_tokens": 6269299,
                    "reasoning_tokens": null,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": 80000,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Mistral AI",
                "harness": null
            },
            "inception/mercury-2.5": {
                "accuracy": 8.823,
                "latency": 301.681,
                "stderr": 1.271,
                "cost_per_test": 0.419811,
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Inception",
                "harness": null
            },
            "google/gemini-3.1-flash-lite-preview": {
                "accuracy": 8.629,
                "latency": 67.007,
                "stderr": 1.088,
                "cost_per_test": 0.069424,
                "token_totals": {
                    "input_tokens": 77708032,
                    "output_tokens": 1187254,
                    "reasoning_tokens": 588837,
                    "cache_read_tokens": 62784855,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            }
        },
        "code_migration": {
            "anthropic/claude-sonnet-5-5": {
                "accuracy": 70.131,
                "latency": 12151.11,
                "stderr": 4.777,
                "cost_per_test": 66.963572,
                "token_totals": {
                    "input_tokens": 18672812024,
                    "output_tokens": 47538207,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 18443798779,
                    "cache_write_tokens": 228955399
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "anthropic/claude-opus-5-5": {
                "accuracy": 68.901,
                "latency": 10312.167,
                "stderr": 4.723,
                "cost_per_test": 104.165309,
                "token_totals": {
                    "input_tokens": 14447217682,
                    "output_tokens": 38623427,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 14262241543,
                    "cache_write_tokens": 184928335
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "openai/gpt-6-astra": {
                "accuracy": 68.462,
                "latency": 3477.726,
                "stderr": 4.581,
                "cost_per_test": 44.392054,
                "token_totals": {
                    "input_tokens": 1029187893,
                    "output_tokens": 9499581,
                    "reasoning_tokens": 3212601,
                    "cache_read_tokens": 977435512,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "anthropic/claude-fable-5-1": {
                "accuracy": 60.033,
                "latency": 15033.475,
                "stderr": 5.359,
                "cost_per_test": 72.424868,
                "token_totals": {
                    "input_tokens": 10264913505,
                    "output_tokens": 29788772,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 8854118675,
                    "cache_write_tokens": 1410755640
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "openai/gpt-6-sol": {
                "accuracy": 56.92,
                "latency": 5089.673,
                "stderr": 4.599,
                "cost_per_test": 14.564951,
                "token_totals": {
                    "input_tokens": 2322801542,
                    "output_tokens": 10239389,
                    "reasoning_tokens": 3831388,
                    "cache_read_tokens": 2297501469,
                    "cache_write_tokens": 25272650
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "anthropic/claude-opus-5": {
                "accuracy": 56.68,
                "latency": 10031.127,
                "stderr": 5.055,
                "cost_per_test": 55.28024,
                "token_totals": {
                    "input_tokens": 5714388105,
                    "output_tokens": 20649057,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 5642498395,
                    "cache_write_tokens": 71858364
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "anthropic/claude-fable-5": {
                "accuracy": 54.635,
                "latency": 6526.389,
                "stderr": 5.222,
                "cost_per_test": 108.499119,
                "token_totals": {
                    "input_tokens": 5597593771,
                    "output_tokens": 20933498,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 5561285040,
                    "cache_write_tokens": 36280807
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "openai/gpt-5.6-sol": {
                "accuracy": 52.397,
                "latency": 3444.398,
                "stderr": 4.956,
                "cost_per_test": 25.76956,
                "token_totals": {
                    "input_tokens": 1727817656,
                    "output_tokens": 7915451,
                    "reasoning_tokens": 2058586,
                    "cache_read_tokens": 1641043968,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "meta/muse_spark_1_3_max": {
                "accuracy": 48.344,
                "latency": 4682.008,
                "stderr": 4.769,
                "cost_per_test": 14.559091,
                "token_totals": {
                    "input_tokens": 5439866954,
                    "output_tokens": 17951662,
                    "reasoning_tokens": 7222274,
                    "cache_read_tokens": 5385918220,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "openai/gpt-5.6-terra": {
                "accuracy": 48.248,
                "latency": 2978.471,
                "stderr": 4.816,
                "cost_per_test": 10.959637,
                "token_totals": {
                    "input_tokens": 1603103372,
                    "output_tokens": 7887791,
                    "reasoning_tokens": 2595938,
                    "cache_read_tokens": 1542349503,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "anthropic/claude-opus-4-8": {
                "accuracy": 46.942,
                "latency": 4454.295,
                "stderr": 4.833,
                "cost_per_test": 30.057323,
                "token_totals": {
                    "input_tokens": 2581769862,
                    "output_tokens": 18356907,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 2555676483,
                    "cache_write_tokens": 26072355
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "deepseek/deepseek-v4.1-flash": {
                "accuracy": 46.854,
                "latency": 6779.828,
                "stderr": 4.852,
                "cost_per_test": 0.753694,
                "token_totals": {
                    "input_tokens": 4064264660,
                    "output_tokens": 15996575,
                    "reasoning_tokens": 9301483,
                    "cache_read_tokens": 4049037820,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "tencent/hy4-preview": {
                "accuracy": 46.812,
                "latency": 7628.207,
                "stderr": 4.75,
                "cost_per_test": 3.436542,
                "token_totals": {
                    "input_tokens": 3662384405,
                    "output_tokens": 15049371,
                    "reasoning_tokens": 8167976,
                    "cache_read_tokens": 3623399040,
                    "cache_write_tokens": 0
                },
                "temperature": 0.9,
                "top_p": 1.0,
                "max_output_tokens": 64000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Openrouter",
                "harness": null
            },
            "openai/gpt-5.5": {
                "accuracy": 45.528,
                "latency": 1847.974,
                "stderr": 4.67,
                "cost_per_test": 6.16951,
                "token_totals": {
                    "input_tokens": 421702201,
                    "output_tokens": 3776161,
                    "reasoning_tokens": 1102490,
                    "cache_read_tokens": 407000576,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "openai/gpt-5.6-luna": {
                "accuracy": 44.774,
                "latency": 3404.333,
                "stderr": 4.762,
                "cost_per_test": 2.797004,
                "token_totals": {
                    "input_tokens": 3661685805,
                    "output_tokens": 9104000,
                    "reasoning_tokens": 3615927,
                    "cache_read_tokens": 3481296159,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "grok/grok-4.6": {
                "accuracy": 44.603,
                "latency": 5425.271,
                "stderr": 4.957,
                "cost_per_test": 14.765608,
                "token_totals": {
                    "input_tokens": 1617793063,
                    "output_tokens": 14398758,
                    "reasoning_tokens": 7964660,
                    "cache_read_tokens": 1574035200,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "openai/gpt-6-luna": {
                "accuracy": 44.377,
                "latency": 2950.117,
                "stderr": 5.004,
                "cost_per_test": 0.547293,
                "token_totals": {
                    "input_tokens": 1720559222,
                    "output_tokens": 11387800,
                    "reasoning_tokens": 6330094,
                    "cache_read_tokens": 1701613975,
                    "cache_write_tokens": 18922708
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "anthropic/claude-sonnet-5": {
                "accuracy": 44.089,
                "latency": 6929.224,
                "stderr": 4.98,
                "cost_per_test": 33.545739,
                "token_totals": {
                    "input_tokens": 9033717591,
                    "output_tokens": 25196607,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 8982964678,
                    "cache_write_tokens": 50709475
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "anthropic/claude-opus-4-7": {
                "accuracy": 43.919,
                "latency": 4311.51,
                "stderr": 4.867,
                "cost_per_test": 35.283936,
                "token_totals": {
                    "input_tokens": 3488746200,
                    "output_tokens": 13324518,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 3466885116,
                    "cache_write_tokens": 21843915
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "zai/glm-5.3": {
                "accuracy": 43.198,
                "latency": 14498.978,
                "stderr": 4.813,
                "cost_per_test": 22.959059,
                "token_totals": {
                    "input_tokens": 4596186809,
                    "output_tokens": 16492838,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 4417489768,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Fireworks AI",
                "harness": null
            },
            "grok/grok-4.7": {
                "accuracy": 43.159,
                "latency": 4057.679,
                "stderr": 4.598,
                "cost_per_test": 35.977302,
                "token_totals": {
                    "input_tokens": 2200666548,
                    "output_tokens": 10780365,
                    "reasoning_tokens": 4987474,
                    "cache_read_tokens": 2075628160,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "deepseek/deepseek-v4-flash-0731": {
                "accuracy": 42.329,
                "latency": 7395.352,
                "stderr": 4.792,
                "cost_per_test": 3.957576,
                "token_totals": {
                    "input_tokens": 7771918239,
                    "output_tokens": 19223061,
                    "reasoning_tokens": 9157654,
                    "cache_read_tokens": 7476027520,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "xiaomi/mimo-v2.6-pro": {
                "accuracy": 42.31,
                "latency": 10065.11,
                "stderr": 4.85,
                "cost_per_test": 0.682037,
                "token_totals": {
                    "input_tokens": 3362298201,
                    "output_tokens": 19744960,
                    "reasoning_tokens": 12471457,
                    "cache_read_tokens": 3329895936,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "meta/muse_spark_1_3": {
                "accuracy": 42.192,
                "latency": 4061.108,
                "stderr": 4.561,
                "cost_per_test": 9.853488,
                "token_totals": {
                    "input_tokens": 2834033709,
                    "output_tokens": 12223208,
                    "reasoning_tokens": 4663206,
                    "cache_read_tokens": 2691783871,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "deepseek/deepseek-v4-pro-0813": {
                "accuracy": 41.545,
                "latency": 12582.223,
                "stderr": 4.905,
                "cost_per_test": 19.204104,
                "token_totals": {
                    "input_tokens": 9922831954,
                    "output_tokens": 21697307,
                    "reasoning_tokens": 9297600,
                    "cache_read_tokens": 9342697216,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "xiaomi/mimo-v2.6-flash": {
                "accuracy": 40.368,
                "latency": 11194.48,
                "stderr": 4.998,
                "cost_per_test": 0.45437,
                "token_totals": {
                    "input_tokens": 5518086732,
                    "output_tokens": 25383280,
                    "reasoning_tokens": 14174151,
                    "cache_read_tokens": 5470014528,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "anthropic/claude-sonnet-4-6": {
                "accuracy": 40.12,
                "latency": 6259.957,
                "stderr": 4.758,
                "cost_per_test": 37.369817,
                "token_totals": {
                    "input_tokens": 6910501121,
                    "output_tokens": 18164246,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 6873237768,
                    "cache_write_tokens": 37239446
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": true,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "zai/glm-5.2": {
                "accuracy": 38.759,
                "latency": 6842.515,
                "stderr": 4.591,
                "cost_per_test": 12.994404,
                "token_totals": {
                    "input_tokens": 2647627607,
                    "output_tokens": 13475023,
                    "reasoning_tokens": 8023976,
                    "cache_read_tokens": 2574753536,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Zhipu AI",
                "harness": null
            },
            "grok/grok-4.5": {
                "accuracy": 38.405,
                "latency": 1444.03,
                "stderr": 4.717,
                "cost_per_test": 3.485568,
                "token_totals": {
                    "input_tokens": 434596005,
                    "output_tokens": 6923870,
                    "reasoning_tokens": 1464472,
                    "cache_read_tokens": 419658752,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "google/gemini-3.8-flash": {
                "accuracy": 31.558,
                "latency": 14719.553,
                "stderr": 4.478,
                "cost_per_test": 13.802526,
                "token_totals": {
                    "input_tokens": 3345153832,
                    "output_tokens": 10663834,
                    "reasoning_tokens": 5329305,
                    "cache_read_tokens": 3120951990,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "google/gemini-3.6-flash": {
                "accuracy": 31.18,
                "latency": 5116.624,
                "stderr": 4.528,
                "cost_per_test": 9.331931,
                "token_totals": {
                    "input_tokens": 2447457615,
                    "output_tokens": 11812699,
                    "reasoning_tokens": 4035584,
                    "cache_read_tokens": 2341008584,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "meta/muse_spark_1_1": {
                "accuracy": 30.679,
                "latency": 2194.294,
                "stderr": 4.472,
                "cost_per_test": 4.399308,
                "token_totals": {
                    "input_tokens": 1580862286,
                    "output_tokens": 8174928,
                    "reasoning_tokens": 3815129,
                    "cache_read_tokens": 1571278608,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 256000,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "meta/muse_spark_1_2": {
                "accuracy": 29.403,
                "latency": 1895.227,
                "stderr": 4.378,
                "cost_per_test": 3.925026,
                "token_totals": {
                    "input_tokens": 1195020481,
                    "output_tokens": 8130941,
                    "reasoning_tokens": 3618470,
                    "cache_read_tokens": 1165941081,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "google/gemini-3.7-flash": {
                "accuracy": 28.997,
                "latency": 14661.487,
                "stderr": 4.688,
                "cost_per_test": 12.847904,
                "token_totals": {
                    "input_tokens": 3179208698,
                    "output_tokens": 13304977,
                    "reasoning_tokens": 4012904,
                    "cache_read_tokens": 2988589895,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "kimi/kimi-k2.6": {
                "accuracy": 27.346,
                "latency": 5572.514,
                "stderr": 4.522,
                "cost_per_test": 5.208866,
                "token_totals": {
                    "input_tokens": 1739210102,
                    "output_tokens": 8052218,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 1711306426,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": null
            },
            "google/gemini-3.5-flash": {
                "accuracy": 27.148,
                "latency": 1162.652,
                "stderr": 4.407,
                "cost_per_test": 5.896207,
                "token_totals": {
                    "input_tokens": 1268932455,
                    "output_tokens": 8297778,
                    "reasoning_tokens": 4261992,
                    "cache_read_tokens": 1193161490,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "deepseek/deepseek-v4-pro": {
                "accuracy": 26.212,
                "latency": 1719.889,
                "stderr": 4.335,
                "cost_per_test": 1.04578,
                "token_totals": {
                    "input_tokens": 770033456,
                    "output_tokens": 5867778,
                    "reasoning_tokens": 1599375,
                    "cache_read_tokens": 765168768,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "alibaba/qwen3.8-max": {
                "accuracy": 23.163,
                "latency": 15822.169,
                "stderr": 4.493,
                "cost_per_test": 10.545353,
                "token_totals": {
                    "input_tokens": 2163200307,
                    "output_tokens": 12849749,
                    "reasoning_tokens": 6884264,
                    "cache_read_tokens": 2139278080,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "minimax/MiniMax-M3": {
                "accuracy": 20.879,
                "latency": 4154.455,
                "stderr": 4.24,
                "cost_per_test": 6.593315,
                "token_totals": {
                    "input_tokens": 3094038387,
                    "output_tokens": 8632886,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 3053969418,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 512000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "MiniMax",
                "harness": null
            },
            "xiaomi/mimo-v2.5-pro": {
                "accuracy": 20.402,
                "latency": 2976.567,
                "stderr": 4.365,
                "cost_per_test": 0.237176,
                "token_totals": {
                    "input_tokens": 1078559679,
                    "output_tokens": 6929600,
                    "reasoning_tokens": 2495015,
                    "cache_read_tokens": 1067160640,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "zai/glm-5.3-flash": {
                "accuracy": 20.185,
                "latency": 12284.669,
                "stderr": 4.375,
                "cost_per_test": 3.119218,
                "token_totals": {
                    "input_tokens": 12253222324,
                    "output_tokens": 16502163,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 12135768320,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Fireworks AI",
                "harness": null
            },
            "google/gemini-3.1-pro-preview": {
                "accuracy": 17.911,
                "latency": 703.322,
                "stderr": 4.278,
                "cost_per_test": 1.592808,
                "token_totals": {
                    "input_tokens": 190208614,
                    "output_tokens": 2033653,
                    "reasoning_tokens": 949508,
                    "cache_read_tokens": 172927611,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "kimi/kimi-k3": {
                "accuracy": 16.042,
                "latency": 15445.227,
                "stderr": 4.134,
                "cost_per_test": 13.951333,
                "token_totals": {
                    "input_tokens": 2053108137,
                    "output_tokens": 11346877,
                    "reasoning_tokens": 5449513,
                    "cache_read_tokens": 2030185983,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": null
            },
            "alibaba/qwen3.7-plus": {
                "accuracy": 14.304,
                "latency": 2156.542,
                "stderr": 3.516,
                "cost_per_test": 0.414091,
                "token_totals": {
                    "input_tokens": 277149402,
                    "output_tokens": 3679131,
                    "reasoning_tokens": 1037798,
                    "cache_read_tokens": 255845120,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "openai/gpt-5.4-nano-2026-03-17": {
                "accuracy": 14.15,
                "latency": 1581.968,
                "stderr": 4.028,
                "cost_per_test": 0.380246,
                "token_totals": {
                    "input_tokens": 557355446,
                    "output_tokens": 4598752,
                    "reasoning_tokens": 3034232,
                    "cache_read_tokens": 526517248,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "alibaba/qwen3.8-27b": {
                "accuracy": 14.049,
                "latency": 17218.195,
                "stderr": 4.228,
                "cost_per_test": 23.72095,
                "token_totals": {
                    "input_tokens": 2864467525,
                    "output_tokens": 13875014,
                    "reasoning_tokens": 8034654,
                    "cache_read_tokens": 0,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "xiaomi/mimo-v2.5": {
                "accuracy": 13.354,
                "latency": 2307.263,
                "stderr": 3.859,
                "cost_per_test": 0.099161,
                "token_totals": {
                    "input_tokens": 965689741,
                    "output_tokens": 6738110,
                    "reasoning_tokens": 2461679,
                    "cache_read_tokens": 953927872,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "thinkingmachines/inkling-small": {
                "accuracy": 13.32,
                "latency": 1241.908,
                "stderr": 3.885,
                "cost_per_test": 0.612969,
                "token_totals": {
                    "input_tokens": 507102342,
                    "output_tokens": 3760880,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 500832128,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 262000,
                "reasoning": null,
                "reasoning_effort": "0.99",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Thinkingmachines",
                "harness": null
            },
            "openai/gpt-5.4-mini-2026-03-17": {
                "accuracy": 13.015,
                "latency": 1774.029,
                "stderr": 3.851,
                "cost_per_test": 1.967707,
                "token_totals": {
                    "input_tokens": 825775721,
                    "output_tokens": 8502165,
                    "reasoning_tokens": 5791384,
                    "cache_read_tokens": 788337152,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "alibaba/qwen3.7-max": {
                "accuracy": 12.904,
                "latency": 1523.301,
                "stderr": 3.26,
                "cost_per_test": 1.836528,
                "token_totals": {
                    "input_tokens": 204660927,
                    "output_tokens": 3348366,
                    "reasoning_tokens": 780902,
                    "cache_read_tokens": 189442176,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "thinkingmachines/inkling": {
                "accuracy": 11.759,
                "latency": 1722.389,
                "stderr": 3.575,
                "cost_per_test": 2.830671,
                "token_totals": {
                    "input_tokens": 803892329,
                    "output_tokens": 3303883,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 794874880,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 256000,
                "reasoning": null,
                "reasoning_effort": "0.99",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Thinkingmachines",
                "harness": null
            },
            "alibaba/qwen3.6-plus": {
                "accuracy": 11.649,
                "latency": 1720.441,
                "stderr": 2.193,
                "cost_per_test": 4.35687,
                "token_totals": {
                    "input_tokens": 509275820,
                    "output_tokens": 4288631,
                    "reasoning_tokens": 541314,
                    "cache_read_tokens": 0,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "minimax/MiniMax-M2.7": {
                "accuracy": 9.953,
                "latency": 1269.224,
                "stderr": 2.869,
                "cost_per_test": 0.612721,
                "token_totals": {
                    "input_tokens": 646389916,
                    "output_tokens": 4739330,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 598140537,
                    "cache_write_tokens": 55694
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 80000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "MiniMax",
                "harness": null
            },
            "anthropic/claude-haiku-4-5-20251001-thinking": {
                "accuracy": 7.649,
                "latency": 576.185,
                "stderr": 1.56,
                "cost_per_test": 0.895378,
                "token_totals": {
                    "input_tokens": 312716907,
                    "output_tokens": 3065113,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 303949299,
                    "cache_write_tokens": 8558680
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 64000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Anthropic",
                "harness": null
            },
            "google/gemini-3-flash-preview": {
                "accuracy": 6.508,
                "latency": 289.239,
                "stderr": 1.714,
                "cost_per_test": 0.34597,
                "token_totals": {
                    "input_tokens": 127993388,
                    "output_tokens": 2099189,
                    "reasoning_tokens": 825111,
                    "cache_read_tokens": 109412799,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "kimi/kimi-k2.5-thinking": {
                "accuracy": 6.247,
                "latency": 3903.677,
                "stderr": 1.898,
                "cost_per_test": 0.954404,
                "token_totals": {
                    "input_tokens": 433792371,
                    "output_tokens": 3654987,
                    "reasoning_tokens": 326116,
                    "cache_read_tokens": 426714103,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": null
            },
            "grok/grok-4.3": {
                "accuracy": 5.923,
                "latency": 168.105,
                "stderr": 1.617,
                "cost_per_test": 0.390549,
                "token_totals": {
                    "input_tokens": 53768126,
                    "output_tokens": 1038922,
                    "reasoning_tokens": 519832,
                    "cache_read_tokens": 45406511,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "google/gemini-3.5-flash-lite": {
                "accuracy": 4.936,
                "latency": 1381.103,
                "stderr": 1.682,
                "cost_per_test": 0.556215,
                "token_totals": {
                    "input_tokens": 233014703,
                    "output_tokens": 2477994,
                    "reasoning_tokens": 1104610,
                    "cache_read_tokens": 160937318,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "inception/mercury-2.5": {
                "accuracy": 4.863,
                "latency": 1044.108,
                "stderr": 1.801,
                "cost_per_test": 0.738732,
                "token_totals": {
                    "input_tokens": 427771621,
                    "output_tokens": 2921137,
                    "reasoning_tokens": 2787023,
                    "cache_read_tokens": 248786079,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Inception",
                "harness": null
            },
            "nvidia/nemotron-3-ultra-550b-a55b": {
                "accuracy": 4.835,
                "latency": 5555.013,
                "stderr": 1.867,
                "cost_per_test": null,
                "token_totals": {
                    "input_tokens": 1006719477,
                    "output_tokens": 5063968,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 653027328,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Nvidia",
                "harness": null
            },
            "google/gemini-3.1-flash-lite-preview": {
                "accuracy": 4.639,
                "latency": 83.937,
                "stderr": 1.573,
                "cost_per_test": 0.04974,
                "token_totals": {
                    "input_tokens": 29793924,
                    "output_tokens": 648732,
                    "reasoning_tokens": 407301,
                    "cache_read_tokens": 24326794,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "mistralai/mistral-medium-3.5": {
                "accuracy": 4.625,
                "latency": 12506.979,
                "stderr": 1.556,
                "cost_per_test": 18.251449,
                "token_totals": {
                    "input_tokens": 692954021,
                    "output_tokens": 4062604,
                    "reasoning_tokens": null,
                    "cache_read_tokens": null,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": 80000,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Mistral AI",
                "harness": null
            },
            "fireworks/nemotron-lightning-3p5-30b-a3b": {
                "accuracy": 3.298,
                "latency": 2507.828,
                "stderr": 1.778,
                "cost_per_test": 0.267696,
                "token_totals": {
                    "input_tokens": 1413150483,
                    "output_tokens": 7291844,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 1394388075,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Fireworks AI",
                "harness": null
            },
            "ant/ling-3.0-flash-af-rc3": {
                "accuracy": 2.94,
                "latency": 1770.047,
                "stderr": 1.277,
                "cost_per_test": 0.189242,
                "token_totals": {
                    "input_tokens": 641620038,
                    "output_tokens": 5306639,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 582543552,
                    "cache_write_tokens": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Ant",
                "harness": null
            },
            "grok/grok-4.20-0309-reasoning": {
                "accuracy": 0.213,
                "latency": 374.437,
                "stderr": 0.134,
                "cost_per_test": 0.293771,
                "token_totals": {
                    "input_tokens": 37997661,
                    "output_tokens": 346308,
                    "reasoning_tokens": 54428,
                    "cache_read_tokens": 33847908,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": 2000000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "ant/ling-3.0-flash-2607": {
                "accuracy": 0.0,
                "latency": 18013.165,
                "stderr": 0.0,
                "cost_per_test": 0.05851,
                "token_totals": {
                    "input_tokens": 90813833,
                    "output_tokens": 573991,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 60294164,
                    "cache_write_tokens": null
                },
                "temperature": 0.6,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Ant",
                "harness": null
            }
        },
        "legal_research": {
            "meta/muse_spark_1_3_max": {
                "accuracy": 55.288,
                "latency": 317.461,
                "stderr": 3.456,
                "cost_per_test": 0.588812,
                "token_totals": {
                    "input_tokens": 244521876,
                    "output_tokens": 10802084,
                    "reasoning_tokens": 6371235,
                    "cache_read_tokens": 208262104,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "anthropic/claude-opus-5": {
                "accuracy": 55.288,
                "latency": 1860.719,
                "stderr": 3.456,
                "cost_per_test": 6.762498,
                "token_totals": {
                    "input_tokens": 626960894,
                    "output_tokens": 23871466,
                    "reasoning_tokens": 9873124,
                    "cache_read_tokens": 540621000,
                    "cache_write_tokens": 86242293
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "anthropic/claude-fable-5-1": {
                "accuracy": 55.288,
                "latency": 3449.382,
                "stderr": 3.456,
                "cost_per_test": 23.055789,
                "token_totals": {
                    "input_tokens": 1096369699,
                    "output_tokens": 51226810,
                    "reasoning_tokens": 31819247,
                    "cache_read_tokens": 936337703,
                    "cache_write_tokens": 159943683
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "anthropic/claude-opus-5-5": {
                "accuracy": 50.481,
                "latency": 6749.531,
                "stderr": 3.475,
                "cost_per_test": 25.163725,
                "token_totals": {
                    "input_tokens": 1896570995,
                    "output_tokens": 159153473,
                    "reasoning_tokens": 139370561,
                    "cache_read_tokens": 1615601671,
                    "cache_write_tokens": 280867308
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "anthropic/claude-fable-5": {
                "accuracy": 49.519,
                "latency": 1337.604,
                "stderr": 3.475,
                "cost_per_test": 9.791426,
                "token_totals": {
                    "input_tokens": 210052964,
                    "output_tokens": 22537892,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 150055095,
                    "cache_write_tokens": 59958741
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "zai/glm-5.3": {
                "accuracy": 49.038,
                "latency": 3110.171,
                "stderr": 3.475,
                "cost_per_test": 2.241388,
                "token_totals": {
                    "input_tokens": 458279584,
                    "output_tokens": 55494507,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 368033787,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Zhipu AI",
                "harness": null
            },
            "grok/grok-4.6": {
                "accuracy": 48.077,
                "latency": 1504.077,
                "stderr": 3.473,
                "cost_per_test": 1.530204,
                "token_totals": {
                    "input_tokens": 274776010,
                    "output_tokens": 12377024,
                    "reasoning_tokens": 7368696,
                    "cache_read_tokens": 203687808,
                    "cache_write_tokens": 0
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "openai/gpt-5.6-sol": {
                "accuracy": 48.077,
                "latency": 4631.383,
                "stderr": 3.473,
                "cost_per_test": 21.605566,
                "token_totals": {
                    "input_tokens": 1487117357,
                    "output_tokens": 70127005,
                    "reasoning_tokens": 61207392,
                    "cache_read_tokens": 1241425920,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "anthropic/claude-sonnet-5-5": {
                "accuracy": 48.077,
                "latency": 5588.989,
                "stderr": 3.473,
                "cost_per_test": 14.826571,
                "token_totals": {
                    "input_tokens": 2742328281,
                    "output_tokens": 179385399,
                    "reasoning_tokens": 156471291,
                    "cache_read_tokens": 2419855815,
                    "cache_write_tokens": 322313384
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "alibaba/qwen3.8-max": {
                "accuracy": 47.596,
                "latency": 3677.636,
                "stderr": 3.471,
                "cost_per_test": 2.486351,
                "token_totals": {
                    "input_tokens": 544286180,
                    "output_tokens": 42522887,
                    "reasoning_tokens": 35664649,
                    "cache_read_tokens": 472313472,
                    "cache_write_tokens": 0
                },
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "grok/grok-4.7": {
                "accuracy": 47.115,
                "latency": 1274.337,
                "stderr": 3.469,
                "cost_per_test": 4.920812,
                "token_totals": {
                    "input_tokens": 476673717,
                    "output_tokens": 14028919,
                    "reasoning_tokens": 9121242,
                    "cache_read_tokens": 350504320,
                    "cache_write_tokens": 0
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "xiaomi/mimo-v2.6-pro": {
                "accuracy": 47.115,
                "latency": 1816.322,
                "stderr": 3.469,
                "cost_per_test": 0.181201,
                "token_totals": {
                    "input_tokens": 249781360,
                    "output_tokens": 20945385,
                    "reasoning_tokens": 15558422,
                    "cache_read_tokens": 206759787,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "zai/glm-5.3-flash": {
                "accuracy": 45.192,
                "latency": 3067.486,
                "stderr": 3.459,
                "cost_per_test": 0.120196,
                "token_totals": {
                    "input_tokens": 636228822,
                    "output_tokens": 43453265,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 559661440,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Zhipu AI",
                "harness": null
            },
            "tencent/hy4-preview": {
                "accuracy": 45.192,
                "latency": 3839.511,
                "stderr": 3.459,
                "cost_per_test": 0.846372,
                "token_totals": {
                    "input_tokens": 312749338,
                    "output_tokens": 50001075,
                    "reasoning_tokens": 43836379,
                    "cache_read_tokens": 264949824,
                    "cache_write_tokens": 0
                },
                "temperature": 0.9,
                "top_p": 1.0,
                "max_output_tokens": 64000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Tencent",
                "harness": null
            },
            "kimi/kimi-k3": {
                "accuracy": 44.231,
                "latency": 2146.326,
                "stderr": 3.452,
                "cost_per_test": 3.222748,
                "token_totals": {
                    "input_tokens": 671469599,
                    "output_tokens": 19172924,
                    "reasoning_tokens": 13488619,
                    "cache_read_tokens": 0,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": null
            },
            "meta/muse_spark_1_2": {
                "accuracy": 43.75,
                "latency": 306.893,
                "stderr": 3.448,
                "cost_per_test": 0.508097,
                "token_totals": {
                    "input_tokens": 163340498,
                    "output_tokens": 5837394,
                    "reasoning_tokens": 2676881,
                    "cache_read_tokens": 113477050,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "anthropic/claude-opus-4-8": {
                "accuracy": 43.75,
                "latency": 714.036,
                "stderr": 3.448,
                "cost_per_test": 2.820942,
                "token_totals": {
                    "input_tokens": 136489421,
                    "output_tokens": 12617848,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 98212592,
                    "cache_write_tokens": 38178928
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "anthropic/claude-sonnet-5": {
                "accuracy": 41.827,
                "latency": 1545.997,
                "stderr": 3.428,
                "cost_per_test": 2.719446,
                "token_totals": {
                    "input_tokens": 435277342,
                    "output_tokens": 29025915,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 353355756,
                    "cache_write_tokens": 81742641
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "deepseek/deepseek-v4.1-flash": {
                "accuracy": 41.346,
                "latency": 701.783,
                "stderr": 3.423,
                "cost_per_test": 0.24793,
                "token_totals": {
                    "input_tokens": 410443550,
                    "output_tokens": 29229774,
                    "reasoning_tokens": 25253265,
                    "cache_read_tokens": 362718592,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "openai/gpt-5.6-terra": {
                "accuracy": 41.346,
                "latency": 4172.869,
                "stderr": 3.423,
                "cost_per_test": 7.907299,
                "token_totals": {
                    "input_tokens": 491011337,
                    "output_tokens": 25216135,
                    "reasoning_tokens": 19985776,
                    "cache_read_tokens": 386393600,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "meta/muse_spark_1_3": {
                "accuracy": 40.865,
                "latency": 530.813,
                "stderr": 3.417,
                "cost_per_test": 0.650063,
                "token_totals": {
                    "input_tokens": 196521355,
                    "output_tokens": 9111400,
                    "reasoning_tokens": 5382974,
                    "cache_read_tokens": 135601907,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "deepseek/deepseek-v4-pro-0813": {
                "accuracy": 40.865,
                "latency": 2527.177,
                "stderr": 3.417,
                "cost_per_test": 1.088017,
                "token_totals": {
                    "input_tokens": 433434003,
                    "output_tokens": 35408474,
                    "reasoning_tokens": 30213976,
                    "cache_read_tokens": 380911360,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "openai/gpt-5.5": {
                "accuracy": 40.385,
                "latency": 2265.105,
                "stderr": 3.41,
                "cost_per_test": 7.402471,
                "token_totals": {
                    "input_tokens": 743971258,
                    "output_tokens": 21289365,
                    "reasoning_tokens": 16694105,
                    "cache_read_tokens": 647774464,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "openai/gpt-6-astra": {
                "accuracy": 39.423,
                "latency": 1491.339,
                "stderr": 3.397,
                "cost_per_test": 10.577143,
                "token_totals": {
                    "input_tokens": 290661092,
                    "output_tokens": 21448775,
                    "reasoning_tokens": 16238030,
                    "cache_read_tokens": 215071044,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "google/gemini-3.8-flash": {
                "accuracy": 38.942,
                "latency": 324.318,
                "stderr": 3.389,
                "cost_per_test": 1.630498,
                "token_totals": {
                    "input_tokens": 581263116,
                    "output_tokens": 14420656,
                    "reasoning_tokens": 10782340,
                    "cache_read_tokens": 474745174,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "anthropic/claude-opus-4-7": {
                "accuracy": 38.462,
                "latency": 511.955,
                "stderr": 3.381,
                "cost_per_test": 3.05609,
                "token_totals": {
                    "input_tokens": 280128756,
                    "output_tokens": 7275719,
                    "reasoning_tokens": 2846795,
                    "cache_read_tokens": 225999114,
                    "cache_write_tokens": 53655955
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "anthropic/claude-sonnet-4-6": {
                "accuracy": 38.462,
                "latency": 989.604,
                "stderr": 3.381,
                "cost_per_test": 2.302948,
                "token_totals": {
                    "input_tokens": 157941924,
                    "output_tokens": 5815818,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 121172556,
                    "cache_write_tokens": 36610896
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": true,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "meta/muse_spark_1_1": {
                "accuracy": 37.981,
                "latency": 312.994,
                "stderr": 3.373,
                "cost_per_test": 0.377379,
                "token_totals": {
                    "input_tokens": 126240889,
                    "output_tokens": 5901711,
                    "reasoning_tokens": 3106623,
                    "cache_read_tokens": 94898720,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 256000,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "xiaomi/mimo-v2.6-flash": {
                "accuracy": 37.981,
                "latency": 919.689,
                "stderr": 3.373,
                "cost_per_test": 0.070424,
                "token_totals": {
                    "input_tokens": 376039844,
                    "output_tokens": 18415857,
                    "reasoning_tokens": 10404557,
                    "cache_read_tokens": 314532114,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "grok/grok-4.5": {
                "accuracy": 37.981,
                "latency": 953.767,
                "stderr": 3.373,
                "cost_per_test": 1.086814,
                "token_totals": {
                    "input_tokens": 129605210,
                    "output_tokens": 6614295,
                    "reasoning_tokens": 3288695,
                    "cache_read_tokens": 75025274,
                    "cache_write_tokens": 0
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "openai/gpt-5.6-luna": {
                "accuracy": 36.538,
                "latency": 2373.859,
                "stderr": 3.347,
                "cost_per_test": 0.845008,
                "token_totals": {
                    "input_tokens": 1755111665,
                    "output_tokens": 88330527,
                    "reasoning_tokens": 78699683,
                    "cache_read_tokens": 1562540626,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "alibaba/qwen3.8-27b": {
                "accuracy": 36.058,
                "latency": 1600.721,
                "stderr": 3.337,
                "cost_per_test": 2.159719,
                "token_totals": {
                    "input_tokens": 600057696,
                    "output_tokens": 49730866,
                    "reasoning_tokens": 42100615,
                    "cache_read_tokens": 0,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "google/gemini-3.7-flash": {
                "accuracy": 34.615,
                "latency": 288.96,
                "stderr": 3.307,
                "cost_per_test": 0.760397,
                "token_totals": {
                    "input_tokens": 216485075,
                    "output_tokens": 6173336,
                    "reasoning_tokens": 3838872,
                    "cache_read_tokens": 157677752,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "zai/glm-5.2": {
                "accuracy": 31.25,
                "latency": 1023.468,
                "stderr": 3.222,
                "cost_per_test": 0.889209,
                "token_totals": {
                    "input_tokens": 259792071,
                    "output_tokens": 11812805,
                    "reasoning_tokens": 8841213,
                    "cache_read_tokens": 207179712,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Zhipu AI",
                "harness": null
            },
            "google/gemini-3.5-flash": {
                "accuracy": 30.769,
                "latency": 277.753,
                "stderr": 3.208,
                "cost_per_test": 1.305281,
                "token_totals": {
                    "input_tokens": 525018336,
                    "output_tokens": 7135911,
                    "reasoning_tokens": 5414896,
                    "cache_read_tokens": 442747911,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "deepseek/deepseek-v4-flash-0731": {
                "accuracy": 30.288,
                "latency": 1266.744,
                "stderr": 3.194,
                "cost_per_test": 0.275172,
                "token_totals": {
                    "input_tokens": 310561183,
                    "output_tokens": 24287114,
                    "reasoning_tokens": 20969113,
                    "cache_read_tokens": 261666816,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "openai/gpt-6-luna": {
                "accuracy": 30.288,
                "latency": 2547.747,
                "stderr": 3.194,
                "cost_per_test": 0.440296,
                "token_totals": {
                    "input_tokens": 1154825865,
                    "output_tokens": 60273682,
                    "reasoning_tokens": 55133887,
                    "cache_read_tokens": 1053025234,
                    "cache_write_tokens": 100812066
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "minimax/MiniMax-M3": {
                "accuracy": 29.808,
                "latency": 813.838,
                "stderr": 3.179,
                "cost_per_test": 0.342955,
                "token_totals": {
                    "input_tokens": 273575187,
                    "output_tokens": 6440429,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 219245518,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 512000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "MiniMax",
                "harness": null
            },
            "openai/gpt-6-sol": {
                "accuracy": 28.846,
                "latency": 1449.451,
                "stderr": 3.149,
                "cost_per_test": 4.897717,
                "token_totals": {
                    "input_tokens": 709313788,
                    "output_tokens": 26332564,
                    "reasoning_tokens": 22035035,
                    "cache_read_tokens": 634566483,
                    "cache_write_tokens": 73881332
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "thinkingmachines/inkling": {
                "accuracy": 28.365,
                "latency": 869.377,
                "stderr": 3.133,
                "cost_per_test": 0.494044,
                "token_totals": {
                    "input_tokens": 271552348,
                    "output_tokens": 8856526,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 246578560,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 256000,
                "reasoning": null,
                "reasoning_effort": "0.99",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Thinkingmachines",
                "harness": null
            },
            "thinkingmachines/inkling-small": {
                "accuracy": 25.481,
                "latency": 774.823,
                "stderr": 3.029,
                "cost_per_test": 0.141548,
                "token_totals": {
                    "input_tokens": 209190661,
                    "output_tokens": 10262319,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 190714496,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 262000,
                "reasoning": null,
                "reasoning_effort": "0.99",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Thinkingmachines",
                "harness": null
            },
            "alibaba/qwen3.7-max": {
                "accuracy": 25.481,
                "latency": 808.802,
                "stderr": 3.029,
                "cost_per_test": 1.400701,
                "token_totals": {
                    "input_tokens": 151578436,
                    "output_tokens": 6466999,
                    "reasoning_tokens": 3918467,
                    "cache_read_tokens": 55579586,
                    "cache_write_tokens": 0
                },
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "google/gemini-3.6-flash": {
                "accuracy": 25.0,
                "latency": 168.482,
                "stderr": 3.01,
                "cost_per_test": 0.466741,
                "token_totals": {
                    "input_tokens": 116699947,
                    "output_tokens": 4157671,
                    "reasoning_tokens": 2875086,
                    "cache_read_tokens": 80852090,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "deepseek/deepseek-v4-pro": {
                "accuracy": 23.077,
                "latency": 1024.619,
                "stderr": 2.928,
                "cost_per_test": 0.682218,
                "token_totals": {
                    "input_tokens": 341401669,
                    "output_tokens": 11003300,
                    "reasoning_tokens": 8033786,
                    "cache_read_tokens": 300570368,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "google/gemini-3.1-pro-preview": {
                "accuracy": 20.673,
                "latency": 242.05,
                "stderr": 2.815,
                "cost_per_test": 1.100145,
                "token_totals": {
                    "input_tokens": 354575717,
                    "output_tokens": 2983139,
                    "reasoning_tokens": 2206660,
                    "cache_read_tokens": 321431187,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "google/gemini-3-flash-preview": {
                "accuracy": 18.269,
                "latency": 187.7,
                "stderr": 2.686,
                "cost_per_test": 0.135395,
                "token_totals": {
                    "input_tokens": 80643637,
                    "output_tokens": 3487795,
                    "reasoning_tokens": 2539699,
                    "cache_read_tokens": 50273506,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "alibaba/qwen3.7-plus": {
                "accuracy": 16.346,
                "latency": 831.995,
                "stderr": 2.57,
                "cost_per_test": 0.295949,
                "token_totals": {
                    "input_tokens": 182291959,
                    "output_tokens": 7407756,
                    "reasoning_tokens": 4986270,
                    "cache_read_tokens": 118507648,
                    "cache_write_tokens": 0
                },
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "xiaomi/mimo-v2.5-pro": {
                "accuracy": 15.865,
                "latency": 416.437,
                "stderr": 2.539,
                "cost_per_test": 0.082648,
                "token_totals": {
                    "input_tokens": 179797926,
                    "output_tokens": 3117976,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 147737472,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "kimi/kimi-k2.5-thinking": {
                "accuracy": 15.865,
                "latency": 1332.514,
                "stderr": 2.539,
                "cost_per_test": 0.23035,
                "token_totals": {
                    "input_tokens": 207645988,
                    "output_tokens": 4488005,
                    "reasoning_tokens": 2618301,
                    "cache_read_tokens": 180277739,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": null
            },
            "kimi/kimi-k2.6": {
                "accuracy": 15.865,
                "latency": 1853.133,
                "stderr": 2.539,
                "cost_per_test": 1.520305,
                "token_totals": {
                    "input_tokens": 1570147541,
                    "output_tokens": 3643156,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 1492103312,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": null
            },
            "grok/grok-4.3": {
                "accuracy": 15.385,
                "latency": 84.583,
                "stderr": 2.508,
                "cost_per_test": 0.203143,
                "token_totals": {
                    "input_tokens": 61403015,
                    "output_tokens": 3577558,
                    "reasoning_tokens": 2695531,
                    "cache_read_tokens": 42465638,
                    "cache_write_tokens": 0
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "ant/ling-3.0-flash-af-rc3": {
                "accuracy": 15.385,
                "latency": 515.464,
                "stderr": 2.508,
                "cost_per_test": 0.028227,
                "token_totals": {
                    "input_tokens": 221182940,
                    "output_tokens": 7577859,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 182576832,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Ant",
                "harness": null
            },
            "nvidia/nemotron-3-ultra-550b-a55b": {
                "accuracy": 15.385,
                "latency": 611.366,
                "stderr": 2.508,
                "cost_per_test": null,
                "token_totals": {
                    "input_tokens": 181276135,
                    "output_tokens": 3143670,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 49852416,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Nvidia",
                "harness": null
            },
            "alibaba/qwen3.6-plus": {
                "accuracy": 14.904,
                "latency": 658.954,
                "stderr": 2.475,
                "cost_per_test": 0.697997,
                "token_totals": {
                    "input_tokens": 228091457,
                    "output_tokens": 5468376,
                    "reasoning_tokens": 3418357,
                    "cache_read_tokens": 0,
                    "cache_write_tokens": 0
                },
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "google/gemini-3.5-flash-lite": {
                "accuracy": 13.942,
                "latency": 59.197,
                "stderr": 2.408,
                "cost_per_test": 0.124723,
                "token_totals": {
                    "input_tokens": 121402055,
                    "output_tokens": 1885651,
                    "reasoning_tokens": 1270438,
                    "cache_read_tokens": 56268106,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "grok/grok-4.20-0309-reasoning": {
                "accuracy": 13.942,
                "latency": 244.487,
                "stderr": 2.408,
                "cost_per_test": 0.261499,
                "token_totals": {
                    "input_tokens": 45447294,
                    "output_tokens": 1401239,
                    "reasoning_tokens": 694590,
                    "cache_read_tokens": 30450141,
                    "cache_write_tokens": 0
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": 2000000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "openai/gpt-5.4-mini-2026-03-17": {
                "accuracy": 12.5,
                "latency": 2256.339,
                "stderr": 2.299,
                "cost_per_test": 1.864673,
                "token_totals": {
                    "input_tokens": 681633294,
                    "output_tokens": 45110362,
                    "reasoning_tokens": 43033228,
                    "cache_read_tokens": 570762142,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "anthropic/claude-haiku-4-5-20251001-thinking": {
                "accuracy": 10.577,
                "latency": 243.38,
                "stderr": 2.138,
                "cost_per_test": 0.26891,
                "token_totals": {
                    "input_tokens": 131779295,
                    "output_tokens": 2744297,
                    "reasoning_tokens": 1091315,
                    "cache_read_tokens": 106353006,
                    "cache_write_tokens": 24601089
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 64000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Anthropic",
                "harness": null
            },
            "minimax/MiniMax-M2.7": {
                "accuracy": 10.577,
                "latency": 420.647,
                "stderr": 2.138,
                "cost_per_test": 0.219167,
                "token_totals": {
                    "input_tokens": 143277305,
                    "output_tokens": 5052868,
                    "reasoning_tokens": 3440031,
                    "cache_read_tokens": 14839186,
                    "cache_write_tokens": 7287836
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 80000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "MiniMax",
                "harness": null
            },
            "xiaomi/mimo-v2.5": {
                "accuracy": 9.135,
                "latency": 391.469,
                "stderr": 2.002,
                "cost_per_test": 0.033318,
                "token_totals": {
                    "input_tokens": 251871878,
                    "output_tokens": 3303008,
                    "reasoning_tokens": 1325334,
                    "cache_read_tokens": 213241152,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "mistralai/mistral-medium-3.5": {
                "accuracy": 9.135,
                "latency": 613.248,
                "stderr": 2.002,
                "cost_per_test": 1.308079,
                "token_totals": {
                    "input_tokens": 148782567,
                    "output_tokens": 6520890,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 0,
                    "cache_write_tokens": 0
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": 80000,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Mistral AI",
                "harness": null
            },
            "openai/gpt-5.4-nano-2026-03-17": {
                "accuracy": 6.25,
                "latency": 526.838,
                "stderr": 1.682,
                "cost_per_test": 0.141253,
                "token_totals": {
                    "input_tokens": 386062284,
                    "output_tokens": 6536232,
                    "reasoning_tokens": 4445328,
                    "cache_read_tokens": 311122688,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "inception/mercury-2.5": {
                "accuracy": 4.327,
                "latency": 45.996,
                "stderr": 1.414,
                "cost_per_test": 0.058112,
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Inception",
                "harness": null
            },
            "google/gemini-3.1-flash-lite-preview": {
                "accuracy": 3.365,
                "latency": 20.403,
                "stderr": 1.253,
                "cost_per_test": 0.013607,
                "token_totals": {
                    "input_tokens": 8137148,
                    "output_tokens": 895676,
                    "reasoning_tokens": 458069,
                    "cache_read_tokens": 2433959,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "fireworks/nemotron-lightning-3p5-30b-a3b": {
                "accuracy": 2.885,
                "latency": 285.48,
                "stderr": 1.163,
                "cost_per_test": 0.004365,
                "token_totals": {
                    "input_tokens": 24683324,
                    "output_tokens": 1685576,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 16581517,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Fireworks AI",
                "harness": null
            },
            "ant/ling-3.0-flash-2607": {
                "accuracy": 0.0,
                "latency": 211.833,
                "stderr": 0.0,
                "cost_per_test": 0.036023,
                "token_totals": {
                    "input_tokens": 190331294,
                    "output_tokens": 4335412,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 130131626,
                    "cache_write_tokens": 0
                },
                "temperature": 0.6,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Ant",
                "harness": null
            }
        },
        "legal_agent_benchmark": {
            "meta/muse_spark_1_2": {
                "accuracy": 25.417,
                "latency": 1456.304,
                "stderr": 3.777,
                "cost_per_test": 2.08555,
                "token_totals": {
                    "input_tokens": 608754402,
                    "output_tokens": 10507621,
                    "reasoning_tokens": 826686,
                    "cache_read_tokens": 512433248,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "meta/muse_spark_1_3_max": {
                "accuracy": 23.75,
                "latency": 875.202,
                "stderr": 3.712,
                "cost_per_test": 2.237702,
                "token_totals": {
                    "input_tokens": 1051574748,
                    "output_tokens": 12477578,
                    "reasoning_tokens": 2210440,
                    "cache_read_tokens": 1009238551,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "meta/muse_spark_1_3": {
                "accuracy": 22.083,
                "latency": 998.589,
                "stderr": 3.478,
                "cost_per_test": 2.734654,
                "token_totals": {
                    "input_tokens": 829515346,
                    "output_tokens": 8150145,
                    "reasoning_tokens": 1650722,
                    "cache_read_tokens": 685738540,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "meta/muse_spark_1_1": {
                "accuracy": 20.0,
                "latency": 740.851,
                "stderr": 3.219,
                "cost_per_test": 0.800257,
                "token_totals": {
                    "input_tokens": 283802188,
                    "output_tokens": 5292532,
                    "reasoning_tokens": 497732,
                    "cache_read_tokens": 263652672,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 256000,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "grok/grok-4.6": {
                "accuracy": 15.833,
                "latency": 2705.055,
                "stderr": 2.645,
                "cost_per_test": 4.008154,
                "token_totals": {
                    "input_tokens": 655024488,
                    "output_tokens": 16284504,
                    "reasoning_tokens": 3704862,
                    "cache_read_tokens": 617851648,
                    "cache_write_tokens": 0
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "grok/grok-4.5": {
                "accuracy": 12.917,
                "latency": 614.713,
                "stderr": 2.534,
                "cost_per_test": 2.01955,
                "token_totals": {
                    "input_tokens": 220580311,
                    "output_tokens": 9143344,
                    "reasoning_tokens": 326470,
                    "cache_read_tokens": 198038400,
                    "cache_write_tokens": 0
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "grok/grok-4.7": {
                "accuracy": 12.5,
                "latency": 2524.987,
                "stderr": 2.415,
                "cost_per_test": 11.130983,
                "token_totals": {
                    "input_tokens": 1000748161,
                    "output_tokens": 20963877,
                    "reasoning_tokens": 8944068,
                    "cache_read_tokens": 911133568,
                    "cache_write_tokens": 0
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "xiaomi/mimo-v2.6-flash": {
                "accuracy": 11.25,
                "latency": 1031.586,
                "stderr": 2.287,
                "cost_per_test": 0.085646,
                "token_totals": {
                    "input_tokens": 751303984,
                    "output_tokens": 11580281,
                    "reasoning_tokens": 5709544,
                    "cache_read_tokens": 715360896,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "alibaba/qwen3.8-27b": {
                "accuracy": 11.25,
                "latency": 1118.646,
                "stderr": 2.415,
                "cost_per_test": 4.033621,
                "token_totals": {
                    "input_tokens": 892576388,
                    "output_tokens": 12582101,
                    "reasoning_tokens": 5612426,
                    "cache_read_tokens": 0,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "anthropic/claude-fable-5": {
                "accuracy": 11.25,
                "latency": 1613.04,
                "stderr": 2.166,
                "cost_per_test": 19.225253,
                "token_totals": {
                    "input_tokens": 939267211,
                    "output_tokens": 13345157,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 880023896,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "xiaomi/mimo-v2.6-pro": {
                "accuracy": 10.833,
                "latency": 1549.246,
                "stderr": 2.166,
                "cost_per_test": 0.216614,
                "token_totals": {
                    "input_tokens": 632411237,
                    "output_tokens": 11283302,
                    "reasoning_tokens": 5261809,
                    "cache_read_tokens": 600189312,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "kimi/kimi-k3": {
                "accuracy": 10.833,
                "latency": 2842.762,
                "stderr": 2.287,
                "cost_per_test": 5.621474,
                "token_totals": {
                    "input_tokens": 906473760,
                    "output_tokens": 10525791,
                    "reasoning_tokens": 4083382,
                    "cache_read_tokens": 0,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": null
            },
            "alibaba/qwen3.8-max": {
                "accuracy": 10.417,
                "latency": 2952.44,
                "stderr": 2.287,
                "cost_per_test": 2.365468,
                "token_totals": {
                    "input_tokens": 702241099,
                    "output_tokens": 9014364,
                    "reasoning_tokens": 3675937,
                    "cache_read_tokens": 671264128,
                    "cache_write_tokens": 0
                },
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "google/gemini-3.8-flash": {
                "accuracy": 10.0,
                "latency": 1760.877,
                "stderr": 2.415,
                "cost_per_test": 3.656207,
                "token_totals": {
                    "input_tokens": 1171742866,
                    "output_tokens": 16120993,
                    "reasoning_tokens": 5514918,
                    "cache_read_tokens": 1066501383,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "anthropic/claude-opus-4-8": {
                "accuracy": 9.583,
                "latency": 1447.796,
                "stderr": 2.148,
                "cost_per_test": 10.222944,
                "token_totals": {
                    "input_tokens": 1143265902,
                    "output_tokens": 13823660,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 1089433052,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "tencent/hy4-preview": {
                "accuracy": 9.167,
                "latency": 1764.671,
                "stderr": 1.998,
                "cost_per_test": 0.98378,
                "token_totals": {
                    "input_tokens": 1072794048,
                    "output_tokens": 13132219,
                    "reasoning_tokens": 4467767,
                    "cache_read_tokens": 1022096320,
                    "cache_write_tokens": 0
                },
                "temperature": 0.9,
                "top_p": 1.0,
                "max_output_tokens": 64000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Tencent",
                "harness": null
            },
            "google/gemini-3.7-flash": {
                "accuracy": 8.75,
                "latency": 452.106,
                "stderr": 2.148,
                "cost_per_test": 2.556743,
                "token_totals": {
                    "input_tokens": 811642014,
                    "output_tokens": 14269397,
                    "reasoning_tokens": 3601488,
                    "cache_read_tokens": 753832806,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "deepseek/deepseek-v4-flash-0731": {
                "accuracy": 8.333,
                "latency": 1011.024,
                "stderr": 2.184,
                "cost_per_test": 0.059087,
                "token_totals": {
                    "input_tokens": 744084543,
                    "output_tokens": 7335131,
                    "reasoning_tokens": 2960038,
                    "cache_read_tokens": 723421312,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "zai/glm-5.3": {
                "accuracy": 8.333,
                "latency": 2558.18,
                "stderr": 1.998,
                "cost_per_test": 4.302903,
                "token_totals": {
                    "input_tokens": 1456140757,
                    "output_tokens": 16324375,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 1398312225,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Zhipu AI",
                "harness": null
            },
            "deepseek/deepseek-v4-pro-0813": {
                "accuracy": 7.5,
                "latency": 1313.338,
                "stderr": 2.148,
                "cost_per_test": 0.166206,
                "token_totals": {
                    "input_tokens": 805739429,
                    "output_tokens": 9454727,
                    "reasoning_tokens": 4381477,
                    "cache_read_tokens": 785343488,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "zai/glm-5.2": {
                "accuracy": 7.083,
                "latency": 1250.96,
                "stderr": 1.998,
                "cost_per_test": 2.057915,
                "token_totals": {
                    "input_tokens": 582413825,
                    "output_tokens": 8379723,
                    "reasoning_tokens": 3962778,
                    "cache_read_tokens": 530965248,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Zhipu AI",
                "harness": null
            },
            "deepseek/deepseek-v4.1-flash": {
                "accuracy": 6.667,
                "latency": 579.445,
                "stderr": 1.832,
                "cost_per_test": 0.173471,
                "token_totals": {
                    "input_tokens": 721200533,
                    "output_tokens": 8383826,
                    "reasoning_tokens": 4048611,
                    "cache_read_tokens": 699334016,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "anthropic/claude-opus-4-7": {
                "accuracy": 6.667,
                "latency": 1483.703,
                "stderr": 1.998,
                "cost_per_test": 10.80884,
                "token_totals": {
                    "input_tokens": 1150494190,
                    "output_tokens": 13074265,
                    "reasoning_tokens": 1317583,
                    "cache_read_tokens": 1081804814,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "zai/glm-5.3-flash": {
                "accuracy": 6.667,
                "latency": 3136.585,
                "stderr": 1.646,
                "cost_per_test": 0.570286,
                "token_totals": {
                    "input_tokens": 3914223047,
                    "output_tokens": 18369668,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 3828746240,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Zhipu AI",
                "harness": null
            },
            "anthropic/claude-opus-5": {
                "accuracy": 6.667,
                "latency": 3336.857,
                "stderr": 1.646,
                "cost_per_test": 23.669537,
                "token_totals": {
                    "input_tokens": 2757683085,
                    "output_tokens": 27559556,
                    "reasoning_tokens": 6673656,
                    "cache_read_tokens": 2623329853,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "anthropic/claude-fable-5-1": {
                "accuracy": 6.667,
                "latency": 6725.273,
                "stderr": 1.174,
                "cost_per_test": 46.211522,
                "token_totals": {
                    "input_tokens": 2140493271,
                    "output_tokens": 25042909,
                    "reasoning_tokens": 9339413,
                    "cache_read_tokens": 1833706187,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "openai/gpt-6-astra": {
                "accuracy": 5.417,
                "latency": 1489.116,
                "stderr": 1.174,
                "cost_per_test": 26.155899,
                "token_totals": {
                    "input_tokens": 1119192487,
                    "output_tokens": 10562148,
                    "reasoning_tokens": 3650237,
                    "cache_read_tokens": 1049116892,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "anthropic/claude-sonnet-4-6": {
                "accuracy": 5.0,
                "latency": 1122.711,
                "stderr": 1.646,
                "cost_per_test": 3.042346,
                "token_totals": {
                    "input_tokens": 387928425,
                    "output_tokens": 6856417,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 345650547,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": true,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "anthropic/claude-sonnet-5": {
                "accuracy": 5.0,
                "latency": 2331.654,
                "stderr": 1.646,
                "cost_per_test": 8.953859,
                "token_totals": {
                    "input_tokens": 3340913248,
                    "output_tokens": 20212831,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 3252147720,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "minimax/MiniMax-M3": {
                "accuracy": 4.167,
                "latency": 1351.039,
                "stderr": 1.646,
                "cost_per_test": 1.460248,
                "token_totals": {
                    "input_tokens": 1114902164,
                    "output_tokens": 8397929,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 1070555232,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 512000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "MiniMax",
                "harness": null
            },
            "deepseek/deepseek-v4-pro": {
                "accuracy": 3.75,
                "latency": 401.527,
                "stderr": 1.431,
                "cost_per_test": 0.737465,
                "token_totals": {
                    "input_tokens": 321058309,
                    "output_tokens": 4167657,
                    "reasoning_tokens": 272693,
                    "cache_read_tokens": 303855232,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "openai/gpt-5.5": {
                "accuracy": 3.75,
                "latency": 733.852,
                "stderr": 1.174,
                "cost_per_test": 4.597894,
                "token_totals": {
                    "input_tokens": 372470134,
                    "output_tokens": 4184434,
                    "reasoning_tokens": 1267952,
                    "cache_read_tokens": 341294080,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "anthropic/claude-opus-5-5": {
                "accuracy": 3.75,
                "latency": 2939.571,
                "stderr": 1.28,
                "cost_per_test": 21.37949,
                "token_totals": {
                    "input_tokens": 2462576678,
                    "output_tokens": 38472452,
                    "reasoning_tokens": 24925173,
                    "cache_read_tokens": 2286257168,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "google/gemini-3.6-flash": {
                "accuracy": 3.333,
                "latency": 984.497,
                "stderr": 1.174,
                "cost_per_test": 1.895602,
                "token_totals": {
                    "input_tokens": 434069662,
                    "output_tokens": 9410323,
                    "reasoning_tokens": 2894511,
                    "cache_read_tokens": 366081207,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "openai/gpt-6-luna": {
                "accuracy": 2.917,
                "latency": 1051.793,
                "stderr": 1.174,
                "cost_per_test": 0.303552,
                "token_totals": {
                    "input_tokens": 1460813994,
                    "output_tokens": 12095727,
                    "reasoning_tokens": 6619071,
                    "cache_read_tokens": 1422964599,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "anthropic/claude-sonnet-5-5": {
                "accuracy": 2.917,
                "latency": 3463.508,
                "stderr": 1.362,
                "cost_per_test": 16.612583,
                "token_totals": {
                    "input_tokens": 5060567562,
                    "output_tokens": 57267592,
                    "reasoning_tokens": 37755971,
                    "cache_read_tokens": 4882858962,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "google/gemini-3.5-flash": {
                "accuracy": 2.5,
                "latency": 477.704,
                "stderr": 0.84,
                "cost_per_test": 2.11387,
                "token_totals": {
                    "input_tokens": 599835437,
                    "output_tokens": 8606879,
                    "reasoning_tokens": 3771681,
                    "cache_read_tokens": 537529325,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "openai/gpt-5.6-sol": {
                "accuracy": 2.5,
                "latency": 1370.186,
                "stderr": 0.833,
                "cost_per_test": 10.374554,
                "token_totals": {
                    "input_tokens": 1221154582,
                    "output_tokens": 10565145,
                    "reasoning_tokens": 2786144,
                    "cache_read_tokens": 1150617952,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "xiaomi/mimo-v2.5-pro": {
                "accuracy": 2.083,
                "latency": 544.233,
                "stderr": 0.833,
                "cost_per_test": 0.107095,
                "token_totals": {
                    "input_tokens": 224714337,
                    "output_tokens": 3198839,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 203250560,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "thinkingmachines/inkling": {
                "accuracy": 2.083,
                "latency": 1103.634,
                "stderr": 0.84,
                "cost_per_test": 1.252023,
                "token_totals": {
                    "input_tokens": 575866616,
                    "output_tokens": 7829496,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 552512512,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 256000,
                "reasoning": null,
                "reasoning_effort": "0.99",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Thinkingmachines",
                "harness": null
            },
            "xiaomi/mimo-v2.5": {
                "accuracy": 1.667,
                "latency": 419.283,
                "stderr": 0.0,
                "cost_per_test": 0.036252,
                "token_totals": {
                    "input_tokens": 252892290,
                    "output_tokens": 3100583,
                    "reasoning_tokens": 145588,
                    "cache_read_tokens": 232673984,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "openai/gpt-6-sol": {
                "accuracy": 1.667,
                "latency": 820.101,
                "stderr": 0.823,
                "cost_per_test": 3.358015,
                "token_totals": {
                    "input_tokens": 823114531,
                    "output_tokens": 7639311,
                    "reasoning_tokens": 3222223,
                    "cache_read_tokens": 791317282,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "kimi/kimi-k2.6": {
                "accuracy": 1.667,
                "latency": 1402.917,
                "stderr": 0.833,
                "cost_per_test": 0.818741,
                "token_totals": {
                    "input_tokens": 373247916,
                    "output_tokens": 3422680,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 341806731,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": null
            },
            "thinkingmachines/inkling-small": {
                "accuracy": 1.667,
                "latency": 1870.976,
                "stderr": 0.833,
                "cost_per_test": 0.174542,
                "token_totals": {
                    "input_tokens": 201049757,
                    "output_tokens": 5401207,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 191047296,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 262000,
                "reasoning": null,
                "reasoning_effort": "0.99",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Thinkingmachines",
                "harness": null
            },
            "alibaba/qwen3.7-max": {
                "accuracy": 1.667,
                "latency": 1923.268,
                "stderr": 0.84,
                "cost_per_test": 1.57592,
                "token_totals": {
                    "input_tokens": 249242887,
                    "output_tokens": 2999380,
                    "reasoning_tokens": 202288,
                    "cache_read_tokens": 203585792,
                    "cache_write_tokens": 0
                },
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "ant/ling-3.0-flash-2607": {
                "accuracy": 1.25,
                "latency": 161.511,
                "stderr": 0.855,
                "cost_per_test": 0.046313,
                "token_totals": {
                    "input_tokens": 146486877,
                    "output_tokens": 4726655,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 110128578,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Ant",
                "harness": null
            },
            "openai/gpt-5.6-luna": {
                "accuracy": 1.25,
                "latency": 656.364,
                "stderr": 0.833,
                "cost_per_test": 0.383981,
                "token_totals": {
                    "input_tokens": 993049543,
                    "output_tokens": 9388666,
                    "reasoning_tokens": 2979345,
                    "cache_read_tokens": 909992290,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "alibaba/qwen3.6-plus": {
                "accuracy": 1.25,
                "latency": 888.428,
                "stderr": 0.84,
                "cost_per_test": 3.940956,
                "token_totals": {
                    "input_tokens": 488567465,
                    "output_tokens": 3914542,
                    "reasoning_tokens": 154232,
                    "cache_read_tokens": 0,
                    "cache_write_tokens": 0
                },
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "anthropic/claude-haiku-4-5-20251001-thinking": {
                "accuracy": 0.833,
                "latency": 360.353,
                "stderr": 0.833,
                "cost_per_test": 0.416609,
                "token_totals": {
                    "input_tokens": 129616489,
                    "output_tokens": 3945656,
                    "reasoning_tokens": 242225,
                    "cache_read_tokens": 114566187,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 64000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Anthropic",
                "harness": null
            },
            "openai/gpt-5.6-terra": {
                "accuracy": 0.833,
                "latency": 1024.892,
                "stderr": 0.833,
                "cost_per_test": 3.202399,
                "token_totals": {
                    "input_tokens": 802970365,
                    "output_tokens": 9301238,
                    "reasoning_tokens": 2973597,
                    "cache_read_tokens": 740704262,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "grok/grok-4.3": {
                "accuracy": 0.417,
                "latency": 168.727,
                "stderr": 0.0,
                "cost_per_test": 0.389144,
                "token_totals": {
                    "input_tokens": 88472856,
                    "output_tokens": 3683568,
                    "reasoning_tokens": 464382,
                    "cache_read_tokens": 71653723,
                    "cache_write_tokens": 0
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "nvidia/nemotron-3-ultra-550b-a55b": {
                "accuracy": 0.417,
                "latency": 2034.322,
                "stderr": 0.0,
                "cost_per_test": null,
                "token_totals": {
                    "input_tokens": 308111092,
                    "output_tokens": 3786963,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 48837632,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Nvidia",
                "harness": null
            },
            "mistralai/mistral-medium-3.5": {
                "accuracy": 0.417,
                "latency": 3694.952,
                "stderr": 0.0,
                "cost_per_test": 6.074265,
                "token_totals": {
                    "input_tokens": 439770514,
                    "output_tokens": 5184631,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 0,
                    "cache_write_tokens": 0
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": 80000,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Mistral AI",
                "harness": null
            },
            "google/gemini-3.1-flash-lite-preview": {
                "accuracy": 0.0,
                "latency": 60.561,
                "stderr": 0.0,
                "cost_per_test": 0.084048,
                "token_totals": {
                    "input_tokens": 160066368,
                    "output_tokens": 769494,
                    "reasoning_tokens": 360545,
                    "cache_read_tokens": 138155856,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "inception/mercury-2.5": {
                "accuracy": 0.0,
                "latency": 125.317,
                "stderr": 0.0,
                "cost_per_test": 0.192614,
                "token_totals": {
                    "input_tokens": 159575776,
                    "output_tokens": 1621389,
                    "reasoning_tokens": 1524161,
                    "cache_read_tokens": 55653173,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Inception",
                "harness": null
            },
            "google/gemini-3-flash-preview": {
                "accuracy": 0.0,
                "latency": 202.527,
                "stderr": 0.0,
                "cost_per_test": 0.264375,
                "token_totals": {
                    "input_tokens": 225950385,
                    "output_tokens": 1424392,
                    "reasoning_tokens": 580723,
                    "cache_read_tokens": 190051973,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "google/gemini-3.5-flash-lite": {
                "accuracy": 0.0,
                "latency": 232.904,
                "stderr": 0.0,
                "cost_per_test": 0.331805,
                "token_totals": {
                    "input_tokens": 234750879,
                    "output_tokens": 3541635,
                    "reasoning_tokens": 1058834,
                    "cache_read_tokens": 146158528,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "ant/ling-3.0-flash-af-rc3": {
                "accuracy": 0.0,
                "latency": 357.397,
                "stderr": 0.0,
                "cost_per_test": 0.045991,
                "token_totals": {
                    "input_tokens": 212025841,
                    "output_tokens": 4296441,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 166167424,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Ant",
                "harness": null
            },
            "openai/gpt-5.4-nano-2026-03-17": {
                "accuracy": 0.0,
                "latency": 363.015,
                "stderr": 0.0,
                "cost_per_test": 0.184287,
                "token_totals": {
                    "input_tokens": 315810901,
                    "output_tokens": 2855013,
                    "reasoning_tokens": 1338430,
                    "cache_read_tokens": 261179392,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "google/gemini-3.1-pro-preview": {
                "accuracy": 0.0,
                "latency": 436.699,
                "stderr": 0.0,
                "cost_per_test": 1.149757,
                "token_totals": {
                    "input_tokens": 230732445,
                    "output_tokens": 1350000,
                    "reasoning_tokens": 503310,
                    "cache_read_tokens": 204622317,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "minimax/MiniMax-M2.7": {
                "accuracy": 0.0,
                "latency": 438.359,
                "stderr": 0.0,
                "cost_per_test": 0.584587,
                "token_totals": {
                    "input_tokens": 174177409,
                    "output_tokens": 2611543,
                    "reasoning_tokens": 157743,
                    "cache_read_tokens": 10278052,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 80000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "MiniMax",
                "harness": null
            },
            "grok/grok-4.20-0309-reasoning": {
                "accuracy": 0.0,
                "latency": 502.909,
                "stderr": 0.0,
                "cost_per_test": 0.986814,
                "token_totals": {
                    "input_tokens": 248182901,
                    "output_tokens": 1198831,
                    "reasoning_tokens": 239427,
                    "cache_read_tokens": 216554703,
                    "cache_write_tokens": 0
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": 2000000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "alibaba/qwen3.7-plus": {
                "accuracy": 0.0,
                "latency": 529.209,
                "stderr": 0.0,
                "cost_per_test": 0.234226,
                "token_totals": {
                    "input_tokens": 214653131,
                    "output_tokens": 1748791,
                    "reasoning_tokens": 535291,
                    "cache_read_tokens": 170857216,
                    "cache_write_tokens": 0
                },
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "openai/gpt-5.4-mini-2026-03-17": {
                "accuracy": 0.0,
                "latency": 681.277,
                "stderr": 0.0,
                "cost_per_test": 1.001493,
                "token_totals": {
                    "input_tokens": 440584578,
                    "output_tokens": 6595483,
                    "reasoning_tokens": 5276888,
                    "cache_read_tokens": 389590016,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "kimi/kimi-k2.5-thinking": {
                "accuracy": 0.0,
                "latency": 1508.281,
                "stderr": 0.0,
                "cost_per_test": 0.351359,
                "token_totals": {
                    "input_tokens": 236174566,
                    "output_tokens": 2527211,
                    "reasoning_tokens": 124700,
                    "cache_read_tokens": 219868250,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": null
            },
            "fireworks/nemotron-lightning-3p5-30b-a3b": {
                "accuracy": 0.0,
                "latency": 1735.942,
                "stderr": 0.0,
                "cost_per_test": 0.028287,
                "token_totals": {
                    "input_tokens": 216862233,
                    "output_tokens": 2963970,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 201035952,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Fireworks AI",
                "harness": null
            }
        }
    }
}