Traceback (Prompt Injection Attacks) on NarrativeQA
98PrecisionRAGOrigin
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| RAGOrigin2025.08 | 98 | 85 | 13.5 | |
| AttnTrace2025.08 | 96 | 85 | 44 | |
| AttnTraceLLM=Qwen-2-7B-Instruct2025.08 | 94 | 88 | 30.4 | |
| STCLLM=Qwen-2-7B-Instruct2025.08 | 93 | 87 | 5.2 | |
| TracLLMLLM=Qwen-2-7B-Instruct2025.08 | 93 | 87 | 546.8 | |
| ShapleyLLM=Qwen-2-7B-Instruct2025.08 | 71 | 64 | 704.3 | |
| LIME/Context-CiteLLM=Qwen-2-7B-Instruct2025.08 | 67 | 63 | 598.3 | |
| AT2LLM=Qwen-2-7B-Instruct2025.08 | 64 | 60 | 3.5 | |
| DAALLM=Qwen-2-7B-Instruct2025.08 | 60 | 57 | 3.2 | |
| RAGForensics2025.08 | 47 | 40 | 448.3 | |
| LOOLLM=Qwen-2-7B-Instruct2025.08 | 27 | 24 | 290.4 | |
| Self-CitationLLM=Qwen-2-7B-Instruct2025.08 | 16 | 13 | 3.2 | |
| GradientLLM=Qwen-2-7B-Instruct2025.08 | 10 | 9 | 6.5 |