MMErroR - Error Presence Detection - Biology & Healthcare: leaderboard

Metric: Error Presence Detection Accuracy (%). Source: arxiv.org. Saturation forecast: Around February 2027. 12 models tracked.

Top models

#ModelScore
1Gemini 3 Pro (Preview)59.94
2Claude Opus 4.555.74
3Qwen 3 VL 32B (Thinking)54.06
4Kimi K2.551.54
5GPT-5.2 (xHigh)51.26
6Grok 450.14
7Seed 2.0 Pro49.86
8Qwen 3 VL 32B Instruct44.54
9GLM-4.6V35.01
10Llama 4 Scout Instruct18.21
11Llama 4 Maverick Instruct17.09

Interactive version: theaggregate.ai/benchmark?slug=mmerror-error-presence-detection-biology-healthcare · How It Works · Data refreshed daily, snapshot 2026-09-25.