Domain-Camouflaged Injection: leaderboard
Metric: Attack success rate (%; share of 90 undefended trials, 45 tasks x two payload variants, in which the agent follows a domain-camouflaged injected instruction; Claude Haiku judge). Source: arxiv.org. Saturation forecast: Around December 2026. 3 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Haiku 4.5 | 14.4 |
| 2 | Gemini 2.0 Flash (001) | 21.1 |
| 3 | Llama 3.1 8B Instruct | 22.2 |
Interactive version: theaggregate.ai/benchmark?slug=domain-camouflaged-injection · How It Works · Data refreshed daily, snapshot 2026-09-26.