ML-Bench (Multilingual Safety, Policy-Conditioned) - Seed Query F1: leaderboard

Metric: Unsafe-query F1 (%; safe/unsafe classification of policy-grounded seed queries in 14 languages, 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-20B85

Interactive version: theaggregate.ai/benchmark?slug=ml-bench-multilingual-safety-policy-conditioned-seed-query-f1 · How It Works · Data refreshed daily, snapshot 2026-09-26.