CCBench-Health: leaderboard

Metric: Cultural Competence Score (%; harmonic mean of the follow rate and the avoid rate, the shares of checklist recommendations satisfied for norms a persona follows or avoids; 60 personas with graded norm-adherence states across six cultures (Afghan, Burmese, Chinese, Maori, Nepali, Vietnamese), 52 real health questions each (3,120 interactions); GPT-5.2 checklist evaluator; temperature 0.7; the persona conversation history is given before the question and the norms must be inferred from it)). Source: arxiv.org. Saturation forecast: Around 2029. 5 models tracked.

Top models

#ModelScore
1GPT-5.211.5
2Qwen 3.5 397B A17B10.9
3Gemini 2.5 Pro8.8
4Llama 3.2 90B4.9

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