ML-Bench (Multilingual Safety, Policy-Conditioned) - Attack-Enhanced Accuracy: leaderboard

Metric: Accuracy (%; share of refined unsafe queries with PAIR/AutoDAN-optimized adversarial suffixes classified unsafe, guardrail also given the risk category and safety rule). Source: arxiv.org. Saturation forecast: Around December 2026. 2 models tracked.

Top models

#ModelScore
1gpt-oss-safeguard-20B44

Interactive version: theaggregate.ai/benchmark?slug=ml-bench-multilingual-safety-policy-conditioned-attack-enhanced-accuracy · How It Works · Data refreshed daily, snapshot 2026-09-26.