SurgCoT - Anomaly Onset Tracking: leaderboard

Metric: Anomaly onset tracking 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 June 2028. 10 models tracked.

Top models

#ModelScore
1GPT-568.95
2Qwen 2.5 VL 7B56.64
3Claude Sonnet 4.554.74
4Gemini 2.5 Pro52.32
5MedGemma-27B-IT51.02

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