ClawTrojan - Task Deviation: leaderboard
Metric: Step attack success rate (%; 238 malicious steps whose chains end in the agent changing the user task to follow the hidden rule). Source: arxiv.org. Saturation forecast: Around 2029. 3 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | DeepSeek V4 Flash | 85.3 |
| 2 | GLM-5.1 | 88.2 |
| 3 | GPT-5.4 | 93.3 |
Interactive version: theaggregate.ai/benchmark?slug=clawtrojan-task-deviation · How It Works · Data refreshed daily, snapshot 2026-09-26.