CSSBench - Public and Political Safety: leaderboard

Metric: Attack success rate (%; share of obfuscated malicious public and political safety queries answered unsafely, Qwen3Guard-Gen-8B judge; lower is better). Source: arxiv.org. Saturation forecast: Estimated already saturated. 10 models tracked.

Top models

#ModelScore
1Qwen 3 8B32.41
2Qwen 3 0.6B35.17
3Qwen 3 1.7B42.76

Interactive version: theaggregate.ai/benchmark?slug=cssbench-public-and-political-safety · How It Works · Data refreshed daily, snapshot 2026-09-26.