SurgCoT - Affordance Mapping: leaderboard

Metric: Affordance mapping 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: Around October 2027. 10 models tracked.

Top models

#ModelScore
1GPT-578.97
2MedGemma-27B-IT73.39
3Qwen 2.5 VL 7B60.95
4Gemini 2.5 Pro60.31
5Claude Sonnet 4.559.8

Interactive version: theaggregate.ai/benchmark?slug=surgcot-affordance-mapping · How It Works · Data refreshed daily, snapshot 2026-10-07.