MMPCBench - Expression Error PCQ: leaderboard

Metric: PCQ (0-100). Source: arxiv.org. 14 models tracked.

Top models

#ModelScore
1Qwen 3 VL 235B A22B Instruct30.7
2Qwen 3 VL 30B A3B Instruct24.8
3Qwen 3 VL 8B Instruct21.3
4GPT-5.215.3
5GPT-5.1 (High)14.4
6Claude Sonnet 4.5 (Thinking)13.8
7Gemini 3 Pro13.6
8GPT-5 Mini12.9
9Gemini 3 Flash10.4
10Gemma 3 12B (IT)6.4
11Gemma 3 27B (IT)5.8
12Gemma 3 4B (IT)5.1
13GLM-4.6V2.6

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