MEGA-Bench Task - MuMA Theory Of Mind Social Goal: leaderboard

The "MuMA Theory Of Mind Social Goal" subtask of MEGA-Bench Task. A single task from MEGA-Bench, a large-scale multimodal evaluation suite that scores vision-language models across 500+ real-world tasks spanning perception, reasoning, OCR, charts, documents, and multi-image understanding.

Metric: Task Score (%). Source: huggingface.co. Saturation forecast: Around January 2027. 44 models tracked.

Top models

#ModelScoreOverall rank
1MiniCPM-V-2.653.3#836
2GPT-4o46.7#343
3Gemma 3 27B (IT)46.7#523
4GPT-4o Mini46.7#599
5Claude 3.5 Sonnet (20241022)46.7#291
6Gemini 1.5 Flash (002)46.7#583
7Claude 3.5 Sonnet (20240620)46.7#299
8InternVL3-78B46.7#352
9Gemini 2.5 Pro (Preview 03-25)46.7#123
10Qwen 2 VL 72B46.7#460
11InternVL2.5-78B46.7#431
12Gemini 2.0 Flash (Preview)46.7#370
13Gemma 3 12B (IT)40#664
14Gemini 1.5 Pro (002)40#349
15Pixtral-12B33.3#808

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

Interactive version: theaggregate.ai/benchmark?slug=mega-bench-task-muma-theory-of-mind-social-goal · How It Works · Data refreshed daily, snapshot 2026-10-20.