Knowledge Corruption Traceback on MS-MARCO
97PrecisionRAGOrigin
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| RAGOrigin2025.08 | 97 | 97 | 3.9 | |
| RAGOrigin2025.08 | 97 | 97 | 3.9 | |
| AttnTraceLLM=Qwen-2-7B-Instruct2025.08 | 95 | 95 | 5.2 | |
| RAGForensics2025.08 | 90 | 90 | 172.6 | |
| RAGForensics2025.08 | 90 | 90 | 172.6 | |
| AttnTrace2025.08 | 89 | 89 | 5.8 | |
| AttnTraceLLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.08 | 89 | 89 | 5.8 | |
| AttnTrace2025.08 | 89 | 89 | 5.8 | |
| Self-CitationLLM=Qwen-2-7B-Instruct2025.08 | 86 | 86 | 0.6 | |
| DAALLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.08 | 84 | 85 | 0.7 | |
| LIME/Context-CiteLLM=Qwen-2-7B-Instruct2025.08 | 82 | 81 | 101.7 | |
| DAALLM=Qwen-2-7B-Instruct2025.08 | 80 | 80 | 0.5 | |
| TracLLMLLM=Qwen-2-7B-Instruct2025.08 | 80 | 80 | 102.7 | |
| TracLLMLLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.08 | 78 | 79 | 96.4 | |
| AT2LLM=Qwen-2-7B-Instruct2025.08 | 75 | 75 | 0.9 | |
| STCLLM=Qwen-2-7B-Instruct2025.08 | 75 | 75 | 1.4 | |
| ShapleyLLM=Qwen-2-7B-Instruct2025.08 | 75 | 75 | 107.8 | |
| STCLLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.08 | 74 | 75 | 2 | |
| LIME/CCLLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.08 | 74 | 75 | 101.8 | |
| ShapleyLLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.08 | 71 | 72 | 107.7 | |
| Self-CLLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.08 | 61 | 62 | 0.7 | |
| AT2LLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.08 | 60 | 61 | 1.1 | |
| LOOLLM=Qwen-2-7B-Instruct2025.08 | 49 | 49 | 20.3 | |
| LOOLLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.08 | 34 | 34 | 18.8 | |
| GradientLLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.08 | 13 | 13 | 1.1 | |
| GradientLLM=Qwen-2-7B-Instruct2025.08 | 1 | 1 | 0.9 |