MMErroR - Error Presence Detection - Data & Analytics: leaderboard

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

Top models

#ModelScore
1GPT-5.2 (xHigh)65.88
2Gemini 3 Pro (Preview)62.5
3Kimi K2.555.41
4Claude Opus 4.555.07
5Grok 453.38
6Seed 2.0 Pro53.38
7Qwen 3 VL 32B (Thinking)52.7
8Qwen 3 VL 32B Instruct41.55
9GLM-4.6V31.76
10Llama 4 Maverick Instruct30.41
11Llama 4 Scout Instruct28.72

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