Prompt Injection Detection on IHEval Rule-following
0.01FPRAlignSentinel (Enc-first)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AlignSentinel (Enc-first)LLM=Mistral-7B, Variant=Enc-first2026.02 | 0.01 | 0.1 | |
| AlignSentinelLLM=Mistral-7B, Detector Variant=Avg-first2026.02 | 0.02 | 0.16 | |
| AlignSentinel (Enc-first)LLM=Qwen3-8B, Variant=Enc-first2026.02 | 0.03 | 0.04 | |
| AlignSentinel (Enc-first)LLM=Llama3.1-8B, Variant=Enc-first2026.02 | 0.06 | 0.09 | |
| AlignSentinelLLM=Llama3.1-8B, Detector Variant=Avg-first2026.02 | 0.07 | 0.1 | |
| AlignSentinelLLM=Qwen3-8B, Detector Variant=Avg-first2026.02 | 0.08 | 0.14 |