Knowledge Corruption Traceback on NQ
99PrecisionRAGForensics
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| RAGForensics2025.08 | 99 | 99 | 169.8 | — | — | — | |
| RAGOrigin2025.08 | 99 | 99 | 3.7 | — | — | — | |
| RAGForensics2025.08 | 99 | 99 | 169.8 | — | — | — | |
| RAGOrigin2025.08 | 99 | 99 | 3.7 | — | — | — | |
| AttnTraceLLM=Qwen-2-7B-Instruct2025.08 | 98 | 98 | 7.5 | — | — | — | |
| AttnTrace2025.08 | 96 | 96 | 8.5 | — | — | — | |
| AttnTraceLLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.08 | 96 | 96 | 8.5 | — | — | — | |
| AttnTrace2025.08 | 96 | 96 | 8.5 | — | — | — | |
| Self-CitationLLM=Qwen-2-7B-Instruct2025.08 | 92 | 92 | 1 | — | — | — | |
| TracLLMLLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.08 | 89 | 89 | 144.2 | — | — | — | |
| TracLLMLLM=Qwen-2-7B-Instruct2025.08 | 89 | 89 | 128.2 | — | — | — | |
| DAALLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.08 | 87 | 87 | 0.8 | — | — | — | |
| STCLLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.08 | 87 | 87 | 1.8 | — | — | — | |
| STCLLM=Qwen-2-7B-Instruct2025.08 | 86 | 86 | 1.6 | — | — | — | |
| ShapleyLLM=Qwen-2-7B-Instruct2025.08 | 84 | 84 | 159.3 | — | — | — | |
| LIME/CCLLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.08 | 83 | 83 | 179.5 | — | — | — | |
| DAALLM=Qwen-2-7B-Instruct2025.08 | 83 | 83 | 0.7 | — | — | — | |
| LIME/Context-CiteLLM=Qwen-2-7B-Instruct2025.08 | 83 | 83 | 145.7 | — | — | — | |
| ShapleyLLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.08 | 82 | 82 | 152.2 | — | — | — | |
| AT2LLM=Qwen-2-7B-Instruct2025.08 | 78 | 78 | 1 | — | — | — | |
| Self-CLLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.08 | 74 | 74 | 0.9 | — | — | — | |
| AT2LLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.08 | 66 | 66 | 1.7 | — | — | — | |
| AttnTraceAttack=Jamming (Insufficient Info)2025.08 | 60 | 100 | — | 0 | 56 | 0 | |
| AttnTraceAttack=Jamming (Correctness)2025.08 | 60 | 100 | — | 0 | 32 | 0 | |
| AttnTraceAttack=PoisonedRAG (Black-box)2025.08 | 59 | 99 | — | 6 | 49 | 4 | |
| AttnTraceAttack=PoisonedRAG (White-box)2025.08 | 58 | 96 | — | 4 | 54 | 6 | |
| LOOLLM=Qwen-2-7B-Instruct2025.08 | 45 | 45 | 29.5 | — | — | — | |
| LOOLLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.08 | 24 | 24 | 32.5 | — | — | — | |
| GradientLLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.08 | 11 | 11 | 1.7 | — | — | — | |
| GradientLLM=Qwen-2-7B-Instruct2025.08 | 0 | 0 | 1.3 | — | — | — |