Traceback (Prompt Injection Attacks) on QMSum
99PrecisionRAGOrigin
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| RAGOrigin2025.08 | 99 | 78 | 9.5 | |
| AttnTrace2025.08 | 99 | 78 | 19.4 | |
| RAGForensics2025.08 | 60 | 47 | 323 | |
| STCLLM=Qwen-2-7B-Instruct2025.08 | 0.94 | 0.75 | 3.8 | |
| AttnTraceLLM=Qwen-2-7B-Instruct2025.08 | 0.94 | 0.75 | 17.3 | |
| TracLLMLLM=Qwen-2-7B-Instruct2025.08 | 0.93 | 0.75 | 365.4 | |
| AT2LLM=Qwen-2-7B-Instruct2025.08 | 0.84 | 0.66 | 2.4 | |
| LIME/Context-CiteLLM=Qwen-2-7B-Instruct2025.08 | 0.74 | 0.59 | 340.1 | |
| ShapleyLLM=Qwen-2-7B-Instruct2025.08 | 0.73 | 0.62 | 462.2 | |
| DAALLM=Qwen-2-7B-Instruct2025.08 | 0.68 | 0.54 | 1.6 | |
| LOOLLM=Qwen-2-7B-Instruct2025.08 | 0.36 | 0.28 | 169.1 | |
| Self-CitationLLM=Qwen-2-7B-Instruct2025.08 | 0.11 | 0.08 | 3.4 | |
| GradientLLM=Qwen-2-7B-Instruct2025.08 | 0.08 | 0.07 | 6.6 |