Avalon-ToM-Bench - Strategic Signaling: 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 Strategic Signaling (epistemic action) items; balanced true/false, chance 50%. Higher is better.

Metric: Accuracy (%). Source: arxiv.org. Saturation forecast: Around February 2027. 27 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 2.5 Pro87.14#159
2Gemini 2.5 Flash86.33#255
3GPT-583.57#105
4Qwen 3 14B (Reasoning)80.71#542 (Qwen 3 14B)
5Qwen 3 4B 2507 (Thinking)80.58#527
6Qwen 3 8B (Thinking)77.1#678 (Qwen 3 8B)
7Qwen 3 4B (Reasoning)76.87#834 (Qwen 3 4B)
8GPT-5 Mini76.43#193
9GPT-4o Mini75.71#598
10Phi-472.86#707
11Gemma 3 27B (IT)72.14#528
12Gemma 3 4B (IT)67.86#997
13Llama 3 8B Instruct67.86#1116
14Qwen 3 1.7B (Thinking)67.39#1175 (Qwen 3 1.7B)
15Qwen 3.5 9B (Thinking)66.94#391 (Qwen 3.5 9B)

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-strategic-signaling · How It Works · Data refreshed daily, snapshot 2026-11-05.