GT-HarmBench - Chicken: leaderboard

Metric: Utilitarian accuracy (%) on the 379 Chicken scenarios: share in which the pair of choices maximizes total welfare; self-play: two copies of the model each read their side of a natural-language high-stakes scenario built from the MIT AI Risk Repository and choose an action independently, with no communication; reasoning at medium where available; a propensity to choose the socially optimal joint action, not task accuracy; higher is better. Source: arxiv.org. 15 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5 Mini92#176
2Gemini 3 Flash (Medium)92#93 (Gemini 3 Flash)
3GPT-5.2 (Medium)91#105 (GPT-5.2)
4GPT-5.1 (Medium)89#131 (GPT-5.1)
5GPT-4o88#333
6Llama 3.3 70B Instruct87#520
7DeepSeek V3.2 (Thinking)87#198 (DeepSeek V3.2)
8GPT-5 Nano66#415
9Grok 4.1 Fast (Reasoning)54#208 (Grok 4.1 Fast)
10Qwen 3 30B A3B (Thinking)44#488 (Qwen 3 30B A3B)
11Qwen 3 8B (Thinking)36#667 (Qwen 3 8B)

Interactive version: theaggregate.ai/benchmark?slug=gt-harmbench-chicken · How It Works · Data refreshed daily, snapshot 2026-10-11.