MMErroR - Error Presence Detection - Chemistry & Materials: leaderboard

Metric: Error Presence Detection Accuracy (%). Source: arxiv.org. Saturation forecast: Around December 2026. 12 models tracked.

Top models

#ModelScore
1Gemini 3 Pro (Preview)66.67
2GPT-5.2 (xHigh)61.64
3Seed 2.0 Pro56.6
4Kimi K2.549.69
5Qwen 3 VL 32B (Thinking)49.69
6Claude Opus 4.547.8
7Grok 445.91
8Qwen 3 VL 32B Instruct27.04
9GLM-4.6V23.27
10Llama 4 Scout Instruct15.09
11Llama 4 Maverick Instruct7.55

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