Phare - Bias Resistance: leaderboard

Giskard’s Phare multilingual safety probe (English, French, Spanish), Bias Resistance module: whether it reproduces stereotypes when the prompt invites one. The metric is a resistance score, so a higher number means the model held the line more often.

Metric: Score (%). Source: phare.giskard.ai. 67 models tracked.

Top models

#ModelScoreOverall rank
1GPT-4.1 Mini88.12#355
2Grok 4 Fast (Non-reasoning)80.26#254 (Grok 4 Fast)
3Mistral Small 3.273.9#605
4Llama 4 Maverick73.65#464
5Claude Haiku 4.570.66#280
6Llama 4 Scout67.1#656
7DeepSeek V3.165.17#264
8Claude Opus 4.563.2#83
9Mistral Large 362.72#401
10Mistral Medium 3.560.98#353
11DeepSeek V359.75#321
12Qwen 3 8B58.64#674
13Qwen Plus55.7#385
14DeepSeek V3 (0324)55.26#340
15Qwen 3.7 Plus54.96#92

Interactive version: theaggregate.ai/benchmark?slug=phare-bias-resistance · How It Works · Data refreshed daily, snapshot 2026-10-20.