GroupToM-Bench - Structural Constraint: leaderboard

Metric: mean judge score (0-100) on Level 5 structural constraint reasoning (how hierarchy, communication topology and norms distort behaviour), open-ended, scored 0 to 100 by a GPT-5 judge against expert references; 240 multimodal multi-agent scenarios (scene image plus dialogue); higher is better. Source: arxiv.org. Saturation forecast: Around October 2027. 11 models tracked.

Top models

#ModelScore
1Gemini 3 Pro59.7
2GPT-556.9
3GPT-5 Mini52.9
4GPT-4o47.2
5Claude Haiku 4.546.7
6InternVL3.5-8B41.4
7GPT-5 Nano41.1
8Qwen 2.5 VL 7B Instruct36.6
9Qwen 2 VL 7B35.1

Interactive version: theaggregate.ai/benchmark?slug=grouptom-bench-structural-constraint · How It Works · Data refreshed daily, snapshot 2026-09-29.