Avalon-ToM-Bench - Average: leaderboard

Avalon-ToM-Bench (arXiv 2608.09638v1, Table 1): theory of mind in The Resistance: Avalon, where models judge perspective-constrained true/false statements about players' knowledge and motives from game state and public history. Accuracy on the 408-item balanced set (chance 50%), macro-averaged over four abilities; zero-shot. Higher is better.

Metric: Accuracy (%; macro-average of four abilities, balanced true/false). Source: arxiv.org. Saturation forecast: Around February 2027. 27 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 2.5 Pro89.67#159
2GPT-588.5#105
3Gemini 2.5 Flash86.75#255
4Qwen 3 4B 2507 (Thinking)80.8#527
5GPT-5 Mini80.37#193
6Qwen 3 8B (Thinking)79.51#678 (Qwen 3 8B)
7Qwen 3 14B (Reasoning)77.25#542 (Qwen 3 14B)
8GPT-4o Mini75.04#598
9Qwen 3 4B (Reasoning)74#834 (Qwen 3 4B)
10Qwen 3.5 9B (Thinking)73.82#391 (Qwen 3.5 9B)
11Phi-473.61#707
12Gemma 3 27B (IT)71.51#528
13GPT-OSS-120B71.05#346
14Mistral 7B Instruct (v0.3)70.91#1255
15Llama 3 8B Instruct69.98#1116

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

Interactive version: theaggregate.ai/benchmark?slug=avalon-tom-bench-average · How It Works · Data refreshed daily, snapshot 2026-11-05.