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ResearchFormerly WizWand

Knowledge Corruption Traceback on MS-MARCO

97PrecisionRAGOrigin
-2.8423.084974.92Aug 5, 2025
Updated 6mo ago

Evaluation results

MethodLinks
RAGOrigin2025.0897973.9
RAGOrigin2025.0897973.9
AttnTraceLLM=Qwen-2-7B-Instruct2025.0895955.2
RAGForensics2025.089090172.6
RAGForensics2025.089090172.6
AttnTrace2025.0889895.8
AttnTraceLLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.0889895.8
AttnTrace2025.0889895.8
Self-CitationLLM=Qwen-2-7B-Instruct2025.0886860.6
DAALLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.0884850.7
LIME/Context-CiteLLM=Qwen-2-7B-Instruct2025.088281101.7
DAALLM=Qwen-2-7B-Instruct2025.0880800.5
TracLLMLLM=Qwen-2-7B-Instruct2025.088080102.7
TracLLMLLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.08787996.4
AT2LLM=Qwen-2-7B-Instruct2025.0875750.9
STCLLM=Qwen-2-7B-Instruct2025.0875751.4
ShapleyLLM=Qwen-2-7B-Instruct2025.087575107.8
STCLLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.0874752
LIME/CCLLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.087475101.8
ShapleyLLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.087172107.7
Self-CLLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.0861620.7
AT2LLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.0860611.1
LOOLLM=Qwen-2-7B-Instruct2025.08494920.3
LOOLLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.08343418.8
GradientLLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.0813131.1
GradientLLM=Qwen-2-7B-Instruct2025.08110.9