MMErroR - Error Type Classification - Biology & Healthcare: leaderboard

Metric: Error Type Classification Accuracy (%). Source: arxiv.org. Saturation forecast: Around 2030. 12 models tracked.

Top models

#ModelScore
1Qwen 3 VL 32B (Thinking)65.83
2Gemini 3 Pro (Preview)64.43
3GLM-4.6V63.87
4Grok 461.34
5GPT-5.2 (xHigh)60.5
6Seed 2.0 Pro59.94
7Kimi K2.558.82
8Qwen 3 VL 32B Instruct58.54
9Claude Opus 4.557.7
10Llama 4 Maverick Instruct50.14
11Llama 4 Scout Instruct49.02

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