MMErroR - Error Presence Detection: leaderboard

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

Top models

#ModelScore
1Gemini 3 Pro (Preview)61.39
2GPT-5.2 (xHigh)58.54
3Claude Opus 4.555.18
4Seed 2.0 Pro54.58
5Kimi K2.551.63
6Qwen 3 VL 32B (Thinking)50.43
7Grok 447.57
8Qwen 3 VL 32B Instruct36.91
9GLM-4.6V28.74
10Llama 4 Scout Instruct19.73
11Llama 4 Maverick Instruct18.13

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