MMPCBench - Missing Premise PCQ: leaderboard

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

Top models

#ModelScore
1Claude Sonnet 4.5 (Thinking)44.6
2Qwen 3 VL 235B A22B Instruct42.2
3Qwen 3 VL 30B A3B Instruct38.3
4GPT-5.1 (High)37.6
5Qwen 3 VL 8B Instruct36.8
6GPT-5 Mini28.1
7GPT-5.225.8
8Gemini 3 Pro24.9
9Gemma 3 12B (IT)21
10Gemma 3 27B (IT)20.6
11Gemini 3 Flash19.9
12GLM-4.6V11.9
13Gemma 3 4B (IT)11.8

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