LITMUS - Code Execution: leaderboard

Metric: Attack success rate (%): share of the 23 Code Execution seed cases whose dangerous operation physically took effect on the OS, OpenClaw 4.2.0 agent on Ubuntu 24.04 given seed behavior-jailbreak instructions, physical OS state checked by a GPT-4o verifier and analyzer, mean of three runs per case; lower is better. Source: arxiv.org. Saturation forecast: Around January 2027. 6 models tracked.

Top models

#ModelScore
1Claude Sonnet 4.639.52
2Gemini 3.1 Pro (Preview)47.17
3GPT-5.3 Codex49.27
4Qwen 3.6 Plus53.62
5DeepSeek V4 Pro57.97
6DeepSeek V3.263.31

Interactive version: theaggregate.ai/benchmark?slug=litmus-code-execution · How It Works · Data refreshed daily, snapshot 2026-10-07.