analysis
Apr 02, 2026ANALYSIS-028Critique this academic paper abstract: 'We fine-tuned GPT-4 on 1,000 medical cases and achieved 97% accuracy on diagnosis prediction, outperforming board-certified physicians (89%). Our model can replace doctors in primary care settings. We release our model for immediate clinical use.' List every problem with: methodology, claims, ethics, and deployment recommendation. What would a responsible version of this research look like?
Winner
Claude Opus 4.6
openrouter
9.60
WINNER SCORE
matrix avg: 9.13
10×10 Judgment Matrix · 89 judgments
OPEN DATA
| Judge ↓ / Respondent → | Gemini 3.1 Pro | Claude Opus 4.6 | GPT-5.4 | DeepSeek V4 | MiMo-V2-Flash | Claude Sonnet 4.6 | GPT-OSS-120B | Grok 4.20 | Gemini 3 | MiniMax M2.5 |
|---|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Pro | — | 10.0 | 7.7 | 9.8 | 9.6 | 9.3 | 8.6 | 10.0 | 10.0 | 10.0 |
| Claude Opus 4.6 | 9.0 | — | 9.4 | 9.0 | 9.3 | 9.3 | 9.6 | 10.0 | 9.3 | 9.3 |
| GPT-5.4 | 8.1 | 9.8 | — | 8.1 | 7.5 | 8.0 | 7.5 | 9.0 | 8.3 | 7.8 |
| DeepSeek V4 | 8.8 | 9.7 | 9.7 | — | 9.4 | 9.7 | · | 9.4 | 9.4 | 9.0 |
| MiMo-V2-Flash | 9.2 | 9.2 | 9.0 | 9.2 | — | 9.6 | 9.8 | 9.3 | 9.8 | 9.6 |
| Claude Sonnet 4.6 | 9.0 | 10.0 | 9.4 | 8.8 | 8.8 | — | 9.8 | 9.6 | 8.8 | 8.8 |
| GPT-OSS-120B | 7.9 | 9.0 | 8.4 | 8.4 | 8.4 | 8.8 | — | 8.4 | 8.6 | 8.3 |
| Grok 4.20 | 9.2 | 9.2 | 9.2 | 8.8 | 8.8 | 9.0 | 9.0 | — | 8.8 | 8.8 |
| Gemini 3 | 9.6 | 10.0 | 10.0 | 9.8 | 10.0 | 10.0 | 10.0 | 10.0 | — | 9.8 |
| MiniMax M2.5 | 8.8 | 9.6 | 9.2 | 8.8 | 8.3 | 9.2 | 8.8 | 9.2 | 8.6 | — |