{
    "metadata": {
        "benchmark": "Financial Coaching Bench",
        "slug": "financial-coaching-bench",
        "description": "Can AI agents coach a simulated client through a real financial health problem?",
        "benchmark_id": "financial_health",
        "family": "financial_health",
        "version": "1",
        "updated": "2026-11-13",
        "dataset_type": "private",
        "industry": "social mobility",
        "tasks": {
            "overall": "Overall",
            "length_controlled": "Length-Controlled",
            "elicitation": "Elicitation"
        },
        "models": [
            "alibaba/qwen3.8-max",
            "anthropic/claude-fable-5-1",
            "anthropic/claude-opus-5-5",
            "anthropic/claude-sonnet-5-5",
            "deepseek/deepseek-v4.1-flash",
            "google/gemini-3.1-pro-preview",
            "google/gemini-3.5-flash",
            "google/gemini-3.5-flash-lite",
            "google/gemini-3.6-flash",
            "google/gemini-3.8-flash",
            "google/gemini-4-argon",
            "grok/grok-4.7",
            "kimi/kimi-k3",
            "meta/muse-wonder",
            "meta/muse-wonder-full",
            "meta/muse_spark_1_2",
            "meta/muse_spark_1_3",
            "meta/muse_spark_1_3_max",
            "minimax/MiniMax-M3",
            "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",
            "openai/gpt-6.1-sol",
            "xiaomi/mimo-v2.6-pro",
            "zai/glm-5.3"
        ],
        "partners": [],
        "showBadge": false,
        "visible": true,
        "use_cost_per_test": true,
        "runner": "external",
        "mode": "agentic",
        "archived": false,
        "partner": false,
        "total_models": 28
    },
    "tasks": {
        "overall": {
            "anthropic/claude-opus-5-5": {
                "accuracy": 76.162,
                "latency": 652.03,
                "stderr": 1.519,
                "cost_per_test": 1.633943,
                "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_2": {
                "accuracy": 75.738,
                "latency": 191.188,
                "stderr": 1.549,
                "cost_per_test": 0.05932,
                "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": 75.711,
                "latency": 348.037,
                "stderr": 1.539,
                "cost_per_test": 1.14488,
                "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": 75.576,
                "latency": 353.159,
                "stderr": 1.502,
                "cost_per_test": 0.127988,
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "xiaomi/mimo-v2.6-pro": {
                "accuracy": 75.37,
                "latency": 379.243,
                "stderr": 1.44,
                "cost_per_test": 0.013134,
                "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-wonder-full": {
                "accuracy": 74.963,
                "latency": 1026.858,
                "stderr": 1.572,
                "cost_per_test": 0.444098,
                "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-sonnet-5-5": {
                "accuracy": 74.943,
                "latency": 525.253,
                "stderr": 1.55,
                "cost_per_test": 0.80344,
                "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": 74.892,
                "latency": 369.608,
                "stderr": 1.515,
                "cost_per_test": 0.469621,
                "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": 74.526,
                "latency": 508.63,
                "stderr": 1.494,
                "cost_per_test": 0.190917,
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": null
            },
            "grok/grok-4.7": {
                "accuracy": 74.07,
                "latency": 311.74,
                "stderr": 1.548,
                "cost_per_test": 0.237214,
                "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
            },
            "zai/glm-5.3": {
                "accuracy": 74.055,
                "latency": 337.699,
                "stderr": 1.457,
                "cost_per_test": 0.094398,
                "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
            },
            "meta/muse-wonder": {
                "accuracy": 73.783,
                "latency": 250.64,
                "stderr": 1.555,
                "cost_per_test": 0.320778,
                "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-4-argon": {
                "accuracy": 73.132,
                "latency": 288.391,
                "stderr": 1.471,
                "cost_per_test": 0.15542,
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 1048576,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "deepseek/deepseek-v4.1-flash": {
                "accuracy": 72.833,
                "latency": 367.969,
                "stderr": 1.569,
                "cost_per_test": 0.015189,
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "meta/muse_spark_1_3": {
                "accuracy": 70.988,
                "latency": 192.151,
                "stderr": 1.535,
                "cost_per_test": 0.070122,
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "openai/gpt-5.6-terra": {
                "accuracy": 70.977,
                "latency": 322.4,
                "stderr": 1.54,
                "cost_per_test": 0.307623,
                "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": 70.287,
                "latency": 177.751,
                "stderr": 1.675,
                "cost_per_test": 0.085966,
                "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": 69.286,
                "latency": 220.97,
                "stderr": 1.656,
                "cost_per_test": 0.023081,
                "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": 69.049,
                "latency": 169.099,
                "stderr": 1.584,
                "cost_per_test": 0.026765,
                "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-6.1-sol": {
                "accuracy": 68.548,
                "latency": 670.02,
                "stderr": 1.598,
                "cost_per_test": 0.295262,
                "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-astra": {
                "accuracy": 67.534,
                "latency": 753.026,
                "stderr": 1.688,
                "cost_per_test": 1.72152,
                "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-3.1-pro-preview": {
                "accuracy": 66.729,
                "latency": 443.204,
                "stderr": 1.502,
                "cost_per_test": 0.122276,
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "google/gemini-3.8-flash": {
                "accuracy": 66.272,
                "latency": 115.204,
                "stderr": 1.577,
                "cost_per_test": 0.09976,
                "temperature": null,
                "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": 65.763,
                "latency": 136.024,
                "stderr": 1.565,
                "cost_per_test": 0.100547,
                "temperature": null,
                "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": 65.241,
                "latency": 349.074,
                "stderr": 1.682,
                "cost_per_test": 0.020924,
                "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-3.5-flash": {
                "accuracy": 62.958,
                "latency": 140.018,
                "stderr": 1.657,
                "cost_per_test": 0.128701,
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "openai/gpt-6-sol": {
                "accuracy": 62.614,
                "latency": 411.312,
                "stderr": 1.717,
                "cost_per_test": 0.233012,
                "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-3.5-flash-lite": {
                "accuracy": 57.465,
                "latency": 94.051,
                "stderr": 1.699,
                "cost_per_test": 0.025801,
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            }
        },
        "length_controlled": {
            "openai/gpt-5.6-sol": {
                "accuracy": 76.046,
                "latency": 369.608,
                "stderr": 1.515,
                "cost_per_test": 0.469621,
                "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-5-5": {
                "accuracy": 75.899,
                "latency": 652.03,
                "stderr": 1.519,
                "cost_per_test": 1.633943,
                "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": 75.566,
                "latency": 348.037,
                "stderr": 1.539,
                "cost_per_test": 1.14488,
                "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": 75.165,
                "latency": 525.253,
                "stderr": 1.55,
                "cost_per_test": 0.80344,
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "kimi/kimi-k3": {
                "accuracy": 74.768,
                "latency": 508.63,
                "stderr": 1.494,
                "cost_per_test": 0.190917,
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": null
            },
            "xiaomi/mimo-v2.6-pro": {
                "accuracy": 74.523,
                "latency": 379.243,
                "stderr": 1.44,
                "cost_per_test": 0.013134,
                "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-wonder-full": {
                "accuracy": 74.094,
                "latency": 1026.858,
                "stderr": 1.572,
                "cost_per_test": 0.444098,
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "alibaba/qwen3.8-max": {
                "accuracy": 74.034,
                "latency": 353.159,
                "stderr": 1.502,
                "cost_per_test": 0.127988,
                "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": 73.913,
                "latency": 311.74,
                "stderr": 1.548,
                "cost_per_test": 0.237214,
                "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
            },
            "zai/glm-5.3": {
                "accuracy": 73.747,
                "latency": 337.699,
                "stderr": 1.457,
                "cost_per_test": 0.094398,
                "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
            },
            "meta/muse_spark_1_2": {
                "accuracy": 73.744,
                "latency": 191.188,
                "stderr": 1.549,
                "cost_per_test": 0.05932,
                "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-wonder": {
                "accuracy": 73.278,
                "latency": 250.64,
                "stderr": 1.555,
                "cost_per_test": 0.320778,
                "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-4-argon": {
                "accuracy": 72.528,
                "latency": 288.391,
                "stderr": 1.471,
                "cost_per_test": 0.15542,
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 1048576,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "deepseek/deepseek-v4.1-flash": {
                "accuracy": 72.15,
                "latency": 367.969,
                "stderr": 1.569,
                "cost_per_test": 0.015189,
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "meta/muse_spark_1_3": {
                "accuracy": 71.19,
                "latency": 192.151,
                "stderr": 1.535,
                "cost_per_test": 0.070122,
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "openai/gpt-5.6-terra": {
                "accuracy": 70.918,
                "latency": 322.4,
                "stderr": 1.54,
                "cost_per_test": 0.307623,
                "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": 70.619,
                "latency": 177.751,
                "stderr": 1.675,
                "cost_per_test": 0.085966,
                "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-6.1-sol": {
                "accuracy": 69.949,
                "latency": 670.02,
                "stderr": 1.598,
                "cost_per_test": 0.295262,
                "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-luna": {
                "accuracy": 69.46,
                "latency": 220.97,
                "stderr": 1.656,
                "cost_per_test": 0.023081,
                "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-astra": {
                "accuracy": 68.876,
                "latency": 753.026,
                "stderr": 1.688,
                "cost_per_test": 1.72152,
                "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": 68.156,
                "latency": 169.099,
                "stderr": 1.584,
                "cost_per_test": 0.026765,
                "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-luna": {
                "accuracy": 67.296,
                "latency": 349.074,
                "stderr": 1.682,
                "cost_per_test": 0.020924,
                "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-3.1-pro-preview": {
                "accuracy": 66.31,
                "latency": 443.204,
                "stderr": 1.502,
                "cost_per_test": 0.122276,
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "google/gemini-3.8-flash": {
                "accuracy": 65.907,
                "latency": 115.204,
                "stderr": 1.577,
                "cost_per_test": 0.09976,
                "temperature": null,
                "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": 65.774,
                "latency": 136.024,
                "stderr": 1.565,
                "cost_per_test": 0.100547,
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "openai/gpt-6-sol": {
                "accuracy": 65.197,
                "latency": 411.312,
                "stderr": 1.717,
                "cost_per_test": 0.233012,
                "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-3.5-flash": {
                "accuracy": 62.253,
                "latency": 140.018,
                "stderr": 1.657,
                "cost_per_test": 0.128701,
                "temperature": null,
                "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": 58.103,
                "latency": 94.051,
                "stderr": 1.699,
                "cost_per_test": 0.025801,
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            }
        },
        "elicitation": {
            "meta/muse_spark_1_3_max": {
                "accuracy": 69.1,
                "latency": 177.751,
                "stderr": 1.722,
                "cost_per_test": 0.085966,
                "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": 69.087,
                "latency": 192.151,
                "stderr": 1.769,
                "cost_per_test": 0.070122,
                "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_2": {
                "accuracy": 68.226,
                "latency": 191.188,
                "stderr": 1.802,
                "cost_per_test": 0.05932,
                "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-wonder": {
                "accuracy": 67.03,
                "latency": 250.64,
                "stderr": 1.795,
                "cost_per_test": 0.320778,
                "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-wonder-full": {
                "accuracy": 65.986,
                "latency": 1026.858,
                "stderr": 1.771,
                "cost_per_test": 0.444098,
                "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-4-argon": {
                "accuracy": 63.761,
                "latency": 288.391,
                "stderr": 1.875,
                "cost_per_test": 0.15542,
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 1048576,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "anthropic/claude-sonnet-5-5": {
                "accuracy": 63.103,
                "latency": 525.253,
                "stderr": 1.954,
                "cost_per_test": 0.80344,
                "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": 62.92,
                "latency": 753.026,
                "stderr": 1.924,
                "cost_per_test": 1.72152,
                "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": 61.852,
                "latency": 369.608,
                "stderr": 2.083,
                "cost_per_test": 0.469621,
                "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-terra": {
                "accuracy": 61.124,
                "latency": 322.4,
                "stderr": 2.05,
                "cost_per_test": 0.307623,
                "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-max": {
                "accuracy": 60.62,
                "latency": 353.159,
                "stderr": 1.995,
                "cost_per_test": 0.127988,
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "openai/gpt-6.1-sol": {
                "accuracy": 59.536,
                "latency": 670.02,
                "stderr": 1.976,
                "cost_per_test": 0.295262,
                "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-pro": {
                "accuracy": 59.097,
                "latency": 379.243,
                "stderr": 1.984,
                "cost_per_test": 0.013134,
                "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-opus-5-5": {
                "accuracy": 58.459,
                "latency": 652.03,
                "stderr": 1.963,
                "cost_per_test": 1.633943,
                "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": 57.661,
                "latency": 367.969,
                "stderr": 2.098,
                "cost_per_test": 0.015189,
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "openai/gpt-6-sol": {
                "accuracy": 55.857,
                "latency": 411.312,
                "stderr": 2.145,
                "cost_per_test": 0.233012,
                "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-luna": {
                "accuracy": 54.368,
                "latency": 220.97,
                "stderr": 2.202,
                "cost_per_test": 0.023081,
                "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-5.3": {
                "accuracy": 54.194,
                "latency": 337.699,
                "stderr": 2.122,
                "cost_per_test": 0.094398,
                "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-3.8-flash": {
                "accuracy": 53.998,
                "latency": 115.204,
                "stderr": 2.065,
                "cost_per_test": 0.09976,
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "minimax/MiniMax-M3": {
                "accuracy": 53.843,
                "latency": 169.099,
                "stderr": 2.13,
                "cost_per_test": 0.026765,
                "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-luna": {
                "accuracy": 53.267,
                "latency": 349.074,
                "stderr": 2.152,
                "cost_per_test": 0.020924,
                "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": 53.217,
                "latency": 348.037,
                "stderr": 2.101,
                "cost_per_test": 1.14488,
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "grok/grok-4.7": {
                "accuracy": 51.738,
                "latency": 311.74,
                "stderr": 2.221,
                "cost_per_test": 0.237214,
                "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
            },
            "google/gemini-3.5-flash-lite": {
                "accuracy": 51.274,
                "latency": 94.051,
                "stderr": 2.067,
                "cost_per_test": 0.025801,
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "google/gemini-3.1-pro-preview": {
                "accuracy": 49.827,
                "latency": 443.204,
                "stderr": 2.093,
                "cost_per_test": 0.122276,
                "temperature": null,
                "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": {
                "accuracy": 49.719,
                "latency": 140.018,
                "stderr": 2.038,
                "cost_per_test": 0.128701,
                "temperature": null,
                "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": 49.588,
                "latency": 508.63,
                "stderr": 2.106,
                "cost_per_test": 0.190917,
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": null
            },
            "google/gemini-3.6-flash": {
                "accuracy": 48.667,
                "latency": 136.024,
                "stderr": 2.072,
                "cost_per_test": 0.100547,
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            }
        }
    }
}