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ResearchFormerly WizWand

Knowledge Corruption Traceback on NQ

99PrecisionRAGForensics
-3.9622.7749.576.23Aug 5, 2025
Updated 6mo ago

Evaluation results

MethodLinks
RAGForensics2025.089999169.8———
RAGOrigin2025.0899993.7———
RAGForensics2025.089999169.8———
RAGOrigin2025.0899993.7———
AttnTraceLLM=Qwen-2-7B-Instruct2025.0898987.5———
AttnTrace2025.0896968.5———
AttnTraceLLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.0896968.5———
AttnTrace2025.0896968.5———
Self-CitationLLM=Qwen-2-7B-Instruct2025.0892921———
TracLLMLLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.088989144.2———
TracLLMLLM=Qwen-2-7B-Instruct2025.088989128.2———
DAALLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.0887870.8———
STCLLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.0887871.8———
STCLLM=Qwen-2-7B-Instruct2025.0886861.6———
ShapleyLLM=Qwen-2-7B-Instruct2025.088484159.3———
LIME/CCLLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.088383179.5———
DAALLM=Qwen-2-7B-Instruct2025.0883830.7———
LIME/Context-CiteLLM=Qwen-2-7B-Instruct2025.088383145.7———
ShapleyLLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.088282152.2———
AT2LLM=Qwen-2-7B-Instruct2025.0878781———
Self-CLLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.0874740.9———
AT2LLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.0866661.7———
AttnTraceAttack=Jamming (Insufficient Info)2025.0860100—0560
AttnTraceAttack=Jamming (Correctness)2025.0860100—0320
AttnTraceAttack=PoisonedRAG (Black-box)2025.085999—6494
AttnTraceAttack=PoisonedRAG (White-box)2025.085896—4546
LOOLLM=Qwen-2-7B-Instruct2025.08454529.5———
LOOLLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.08242432.5———
GradientLLM=Llama-3.1-8B-Instruct, Attack Type=Knowledge corruption2025.0811111.7———
GradientLLM=Qwen-2-7B-Instruct2025.08001.3———