SurgCoT - Causal Action Ordering: leaderboard
Metric: Causal action ordering main-question accuracy (%) on SurgCoT surgical-video multiple-choice questions (2,841 videos across 7 specialties and 35 procedures), baseline setting with only the video and the main question, zero-shot, temperature 0; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 10 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Sonnet 4.5 | 92.81 |
| 2 | Gemini 2.5 Pro | 89.66 |
| 3 | GPT-5 | 85.07 |
| 4 | Qwen 2.5 VL 7B | 84.42 |
| 5 | MedGemma-27B-IT | 83.67 |
Interactive version: theaggregate.ai/benchmark?slug=surgcot-causal-action-ordering · How It Works · Data refreshed daily, snapshot 2026-10-07.