MMToM-QA - Belief: leaderboard

MMToM-QA multimodal theory-of-mind benchmark — belief-inference accuracy.

Metric: Belief (%). Source: chuanyangjin.com. Saturation forecast: Estimated already saturated. 15 models tracked.

Top models

#ModelScoreOverall rank
1Median Human97.5
2O3 Mini88.7#272
3Gemini 2.0 Flash (Thinking)73.3#342 (Gemini 2.0 Flash)
4Gemini 2.0 Flash62.7#342
5GPT-4o55.7#343
6Llama 3.1 70B51.3#592

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=mmtom-qa-belief · How It Works · Data refreshed daily, snapshot 2026-10-20.