MMOOC - Misleading Premise (Multiple Choice): leaderboard

Metric: Shifted in-context score (%; mean of accuracy on the answerable Misleading Premise Multiple Choice questions and answer rationality, the mean 0-1 judge score of the answer's correctness and evidence consistency in steps of 0.25; judge scores averaged over GPT-5.6, Claude Opus 5 and DeepSeek-V4-Pro). Source: arxiv.org. Saturation forecast: Around December 2026. 18 models tracked.

Top models

#ModelScore
1Qwen 3.5 27B93.75
2Gemma 4 26B89.25
3Qwen 3.5 122B A10B87.25
4Llama 4 Maverick84.5
5Gemma 4 31B84.25
6Ministral 3 14B83
7Ministral 3 8B80.25
8O179.5
9O375
10GPT-4o70.5
11InternVL3-8B70
12Gemini 3.1 Pro (Preview)59.5
13Claude Opus 4.658

Interactive version: theaggregate.ai/benchmark?slug=mmooc-misleading-premise-multiple-choice · How It Works · Data refreshed daily, snapshot 2026-09-29.