Qwen 3.6 Plus vs Inkling: Benchmark Comparison
Qwen 3.6 Plus has the higher score on 8 of 19 shared benchmarks; Inkling leads on 10.
The largest observed score gap is 13.46 pts on Legal Research Bench , where Inkling leads.
Reported ±1 standard-error ranges overlap on 8 of 19 shared benchmarks with comparable uncertainty data. This is not a pairwise statistical significance test.
Shared benchmark results
Scores and reported standard errors come from the latest visible Vals benchmark version available for both models.
| Benchmark | Qwen 3.6 Plus | Inkling | Gap | Reported uncertainty |
|---|---|---|---|---|
| Harvey's Legal Agent Benchmark | 1.25% ±0.83 | 2.08% ±0.83 | 0.83 pts | Reported ±1 SE ranges overlap |
| Legal Research Bench | 14.90% ±2.48 | 28.36% ±3.13 | 13.46 pts | Reported ±1 SE ranges do not overlap |
| LegalBench | 84.23% ±0.42 | 82.95% ±0.50 | 1.28 pts | Reported ±1 SE ranges do not overlap |
| EMB | 32.87% ±2.81 | 38.36% ±3.27 | 5.50 pts | Reported ±1 SE ranges overlap |
| Finance Agent (v2) | 40.85% ±0.13 | 46.60% ±0.93 | 5.75 pts | Reported ±1 SE ranges do not overlap |
| MortgageTax | 67.97% ±0.91 | 63.99% ±0.94 | 3.98 pts | Reported ±1 SE ranges do not overlap |
| Tax Agent Bench | 32.84% ±2.75 | 43.52% ±2.95 | 10.67 pts | Reported ±1 SE ranges do not overlap |
| TaxEval v2 | 74.73% ±0.85 | 75.31% ±0.84 | 0.57 pts | Reported ±1 SE ranges overlap |
| MedCode | 36.89% ±2.02 | 41.19% ±2.23 | 4.30 pts | Reported ±1 SE ranges do not overlap |
| MedScribe | 76.96% ±1.92 | 85.41% ±1.84 | 8.44 pts | Reported ±1 SE ranges do not overlap |
| GPQA Diamond | 87.37% ±1.67 | 87.12% ±1.78 | 0.25 pts | Reported ±1 SE ranges overlap |
| MMLU Pro | 87.67% ±0.32 | 86.30% ±0.34 | 1.37 pts | Reported ±1 SE ranges do not overlap |
| MMMU Pro | 84.16% ±0.88 | 78.50% ±0.99 | 5.67 pts | Reported ±1 SE ranges do not overlap |
| SAGE | 44.86% ±3.43 | 36.55% ±3.22 | 8.30 pts | Reported ±1 SE ranges do not overlap |
| Code Migration | 11.10% ±1.31 | 11.79% ±3.40 | 0.69 pts | Reported ±1 SE ranges overlap |
| LiveCodeBench | 85.95% ±0.98 | 85.52% ±1.00 | 0.44 pts | Reported ±1 SE ranges overlap |
| ProgramBench | 0.00% ±0.00 | 0.00% ±0.00 | 0.00 pts | Reported ±1 SE ranges overlap |
| SWE-bench | 73.40% ±1.98 | 77.60% ±1.87 | 4.20 pts | Reported ±1 SE ranges do not overlap |
| Vibe Code Bench v1.1 | 25.57% ±3.91 | 19.21% ±3.66 | 6.35 pts | Reported ±1 SE ranges overlap |
Performance by category
| Category | Qwen 3.6 Plus average | Inkling average |
|---|---|---|
| Legal | 33.46% | 37.80% |
| Finance | 49.85% | 53.55% |
| Healthcare | 56.93% | 63.30% |
| Academic | 86.40% | 83.97% |
| Education | 44.86% | 36.55% |
| Coding | 39.20% | 38.82% |
Cost and latency
Cost per test appears only where the benchmark reports it for both models. Latency is the measured completion time for that benchmark.
| Benchmark | Qwen 3.6 Plus cost | Inkling cost | Qwen 3.6 Plus latency | Inkling latency |
|---|---|---|---|---|
| Harvey's Legal Agent Benchmark | $3.94 | $1.25 | 14m48s | 18m24s |
| Legal Research Bench | $0.70 | $0.49 | 10m59s | 14m29s |
| LegalBench | N/A | N/A | 19.07s | 23.14s |
| EMB | $2.87 | $1.67 | 31m14s | 26m22s |
| Finance Agent (v2) | $0.81 | $1.00 | 10m12s | 18m02s |
| MortgageTax | N/A | N/A | 78.18s | 69.11s |
| Tax Agent Bench | $0.30 | $0.35 | 6m18s | 13m31s |
| TaxEval v2 | N/A | N/A | 70.63s | 3m18s |
| MedCode | N/A | N/A | 56.22s | 2m47s |
| MedScribe | N/A | N/A | 2m54s | 4m05s |
| GPQA Diamond | N/A | N/A | 2m02s | 5m09s |
| MMLU Pro | N/A | N/A | 46.18s | 73.26s |
| MMMU Pro | N/A | N/A | 111.94s | 2m04s |
| SAGE | N/A | N/A | 3m49s | 3m18s |
| Code Migration | $4.78 | $3.01 | 29m50s | 29m34s |
| LiveCodeBench | N/A | N/A | 7m56s | 4m18s |
| ProgramBench | N/A | N/A | 33m01s | 45m34s |
| SWE-bench | $0.87 | $0.59 | 7m04s | 6m34s |
| Vibe Code Bench v1.1 | $5.45 | $1.61 | 38m10s | 18m25s |
Results available only for Qwen 3.6 Plus
None.
Results available only for Inkling
- Vals Index
- ProofBench v1.1
- IOI
- SkillsBench
- Terminal-Bench 4.0
- Vibe Code Bench 1-100
- CyberBench v1.1
- Public Benefits Bench v1.1