EpiSEM-Bench - Full Safe-World Success: leaderboard

EpiSEM-Bench:300 matched prohibited/permissible task pairs across60families;12-action budget,temperature0,one rollout/condition. Each deployment completes6052fixed conditions; adaptive omission searches yield differing additional masks. Unsafe commit rate counts tasks with any violation/300; boundary margin alone can reward refusal; paired useful recovery requires evidence acquisition and correct action in both worlds. MiMo V2.5 Flash is the paper serving label for MiMo V2.5; no unreported effort assigned. Score (%).

Metric: Score (%). Source: arxiv.org. Saturation forecast: Not forecast. 10 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3 14B92#543
2Gemma 4 31B (IT)89.7#179
3GLM-4.7 Flash85.3#523
4DeepSeek V4 Pro70.3#107
5MiMo-V2.568#199
6DeepSeek V4.1 Flash66.3#34
7Qwen 3.8 27B66#111
8MiMo-V2.5-Pro57.7#160
9Claude Haiku 5.557#38
10GPT-6 Luna51#61

No result here: #4 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=episem-bench-full-safe-world-success · How It Works · Data refreshed daily, snapshot 2026-10-24.