SurgiQ - Laparoscopic Surgery: leaderboard

Metric: Laparoscopic surgery questions (493): accuracy (%) on SurgiQ's four-option surgical multiple-choice questions, zero-shot; the answer is the option label with the highest next-token log-probability (plain and space-prefixed labels), options shuffled once. Source: arxiv.org. Saturation forecast: Around December 2026. 35 models tracked.

Top models

#ModelScore
1GPT-OSS-120B66.94
2Qwen 2.5 32B65.72
3Qwen 2.5 72B65.52
4Qwen 2.5 72B Instruct63.89
5Ministral-3-14B-Reasoning-251262.68
6Qwen 2.5 32B Instruct60.65
7GPT-OSS-20B60.45
8DeepSeek R1 Distill Qwen 32B58.01
9K2 Think V258.01
10DeepSeek R1 Distill Qwen 14B55.38
11Ministral-3-8B-Instruct-251255.38
12BioMistral-7B47.67
13Gemma 2 9B (IT)45.23
14MedGemma-4B-IT42.19
15MedGemma-27B-IT39.15

Interactive version: theaggregate.ai/benchmark?slug=surgiq-laparoscopic-surgery · How It Works · Data refreshed daily, snapshot 2026-09-29.