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ResearchFormerly WizWand

Traceback (Prompt Injection Attacks) on MuSiQue

99Precision (MuSiQue Traceback)RAGOrigin
2.2827.3952.577.61Aug 5, 2025
Updated 6mo ago

Evaluation results

MethodLinks
RAGOrigin2025.0899819.2
AttnTrace2025.08998121.7
AttnTraceLLM=Llama-3.1-8B-Instruct2025.08998121.7
STCLLM=Llama-3.1-8B-Instruct2025.0894774.2
TracLLMLLM=Llama-3.1-8B-Instruct2025.089477403.7
TracLLMLLM=Qwen-2-7B-Instruct2025.089476373.5
STCLLM=Qwen-2-7B-Instruct2025.0893754
AttnTraceLLM=Qwen-2-7B-Instruct2025.08937620.1
AT2LLM=Llama-3.1-8B-Instruct2025.0887712.6
DAALLM=Llama-3.1-8B-Instruct2025.0877632.1
AT2LLM=Qwen-2-7B-Instruct2025.0873582.4
LIME/CCLLM=Llama-3.1-8B-Instruct2025.087260410.7
ShapleyLLM=Qwen-2-7B-Instruct2025.087061481.5
ShapleyLLM=Llama-3.1-8B-Instruct2025.086855455.9
LIME/Context-CiteLLM=Qwen-2-7B-Instruct2025.086251397.8
DAALLM=Qwen-2-7B-Instruct2025.0857462.6
RAGForensics2025.085342372.3
LOOLLM=Qwen-2-7B-Instruct2025.082520190
Self-CLLM=Llama-3.1-8B-Instruct2025.0822172.2
LOOLLM=Llama-3.1-8B-Instruct2025.081713192.1
GradientLLM=Qwen-2-7B-Instruct2025.0812114.8
Self-CitationLLM=Qwen-2-7B-Instruct2025.0812102.5
GradientLLM=Llama-3.1-8B-Instruct2025.08648.8