MMPCBench - Error Detection Accuracy: leaderboard

Metric: Accuracy (%; flaw flagged without prompting). Source: arxiv.org. 14 models tracked.

Top models

#ModelScore
1Qwen 3 VL 235B A22B Instruct60
2Qwen 3 VL 30B A3B Instruct55
3Qwen 3 VL 8B Instruct53.3
4Claude Sonnet 4.5 (Thinking)40.2
5Gemini 3 Pro37.4
6Gemini 3 Flash32.3
7GPT-5.1 (High)31.7
8GPT-5.228.2
9Gemma 3 12B (IT)27
10Gemma 3 27B (IT)25.9
11GPT-5 Mini24.8
12Gemma 3 4B (IT)18.6
13GLM-4.6V16

Interactive version: theaggregate.ai/benchmark?slug=mmpcbench-error-detection-accuracy · How It Works · Data refreshed daily, snapshot 2026-09-19.