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ResearchFormerly WizWand

Knowledge corruption traceback on HotpotQA

98PrecisionRAGForensics
-3.639222.747949.13575.5221Aug 5, 2025
Updated 6mo ago

Evaluation results

MethodLinks
RAGForensics2025.089898172.1
RAGOrigin2025.0897974.1
AttnTrace2025.0895958.1
RAGForensics2025.080.980.98172.1
RAGOrigin2025.080.970.974.1
AttnTraceLLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.080.950.958.1
AttnTrace2025.080.950.958.1
TracLLMLLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.080.80.8135.3
STCLLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.080.770.772.1
DAALLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.080.750.750.8
ShapleyLLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.080.750.75145.5
LIME/CCLLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.080.740.74170.2
Self-CLLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.080.680.680.9
AT2LLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.080.660.661.5
GradientLLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.080.330.331.6
LOOLLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.080.270.2727.1