Traceback (Prompt Injection Attacks) on MuSiQue
99Precision (MuSiQue Traceback)RAGOrigin
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| RAGOrigin2025.08 | 99 | 81 | 9.2 | |
| AttnTrace2025.08 | 99 | 81 | 21.7 | |
| AttnTraceLLM=Llama-3.1-8B-Instruct2025.08 | 99 | 81 | 21.7 | |
| STCLLM=Llama-3.1-8B-Instruct2025.08 | 94 | 77 | 4.2 | |
| TracLLMLLM=Llama-3.1-8B-Instruct2025.08 | 94 | 77 | 403.7 | |
| TracLLMLLM=Qwen-2-7B-Instruct2025.08 | 94 | 76 | 373.5 | |
| STCLLM=Qwen-2-7B-Instruct2025.08 | 93 | 75 | 4 | |
| AttnTraceLLM=Qwen-2-7B-Instruct2025.08 | 93 | 76 | 20.1 | |
| AT2LLM=Llama-3.1-8B-Instruct2025.08 | 87 | 71 | 2.6 | |
| DAALLM=Llama-3.1-8B-Instruct2025.08 | 77 | 63 | 2.1 | |
| AT2LLM=Qwen-2-7B-Instruct2025.08 | 73 | 58 | 2.4 | |
| LIME/CCLLM=Llama-3.1-8B-Instruct2025.08 | 72 | 60 | 410.7 | |
| ShapleyLLM=Qwen-2-7B-Instruct2025.08 | 70 | 61 | 481.5 | |
| ShapleyLLM=Llama-3.1-8B-Instruct2025.08 | 68 | 55 | 455.9 | |
| LIME/Context-CiteLLM=Qwen-2-7B-Instruct2025.08 | 62 | 51 | 397.8 | |
| DAALLM=Qwen-2-7B-Instruct2025.08 | 57 | 46 | 2.6 | |
| RAGForensics2025.08 | 53 | 42 | 372.3 | |
| LOOLLM=Qwen-2-7B-Instruct2025.08 | 25 | 20 | 190 | |
| Self-CLLM=Llama-3.1-8B-Instruct2025.08 | 22 | 17 | 2.2 | |
| LOOLLM=Llama-3.1-8B-Instruct2025.08 | 17 | 13 | 192.1 | |
| GradientLLM=Qwen-2-7B-Instruct2025.08 | 12 | 11 | 4.8 | |
| Self-CitationLLM=Qwen-2-7B-Instruct2025.08 | 12 | 10 | 2.5 | |
| GradientLLM=Llama-3.1-8B-Instruct2025.08 | 6 | 4 | 8.8 |