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ResearchFormerly WizWand

Adversarial Attack on 2Wiki

78.8ASRLogicPoison
15.56831.98448.464.816Apr 3, 2026
Updated 6mo ago

Evaluation results

MethodLinks
LogicPoisonLLM=Llama-3.1-8B, Framework=GraphRAG2026.0478.895
LogicPoisonLLM=Qwen-3-32B, Framework=GraphRAG2026.0478.693.2
LogicPoisonLLM=GPT-4o-mini, Framework=GraphRAG2026.0478.495.6
LogicPoisonLLM=Llama-3.1-8B, Framework=GFM-RAG2026.0474.285.6
LogicPoisonLLM=GPT-4o-mini, Framework=GFM-RAG2026.0471.676
LogicPoisonLLM=Qwen-3-32B, Framework=GFM-RAG2026.0471.479.8
Prompt InjectionLLM=Qwen-3-32B, Framework=GraphRAG2026.045983.4
Prompt InjectionLLM=GPT-4o-mini, Framework=GraphRAG2026.0458.880.4
Prompt InjectionLLM=Llama-3.1-8B, Framework=GraphRAG2026.045778.2
DisinformationLLM=GPT-4o-mini, Framework=GraphRAG2026.0454.675
DisinformationLLM=Qwen-3-32B, Framework=GraphRAG2026.0454.474
DisinformationLLM=Llama-3.1-8B, Framework=GraphRAG2026.0453.670.4
DisinformationLLM=Qwen-3-32B, Framework=GFM-RAG2026.0450.452.8
Prompt InjectionLLM=Qwen-3-32B, Framework=GFM-RAG2026.045064
DisinformationLLM=Llama-3.1-8B, Framework=GFM-RAG2026.0442.443.2
DisinformationLLM=GPT-4o-mini, Framework=GFM-RAG2026.044251.4
Prompt InjectionLLM=GPT-4o-mini, Framework=GFM-RAG2026.0438.247.6
Prompt InjectionLLM=Llama-3.1-8B, Framework=GFM-RAG2026.0430.432.6
Naive AttackLLM=Llama-3.1-8B, Framework=GFM-RAG2026.0420.813.6
GCG AttackLLM=Llama-3.1-8B, Framework=GFM-RAG2026.0420.412.4
GCG AttackLLM=Llama-3.1-8B, Framework=GraphRAG2026.0419.816.8
GCG AttackLLM=GPT-4o-mini, Framework=GraphRAG2026.0419.621.6
GCG AttackLLM=Qwen-3-32B, Framework=GraphRAG2026.0419.620
Naive AttackLLM=Qwen-3-32B, Framework=GFM-RAG2026.0419.47.2
GCG AttackLLM=GPT-4o-mini, Framework=GFM-RAG2026.0419.29.6
GCG AttackLLM=Qwen-3-32B, Framework=GFM-RAG2026.0419.27.6
Naive AttackLLM=Qwen-3-32B, Framework=GraphRAG2026.041917.2
Naive AttackLLM=GPT-4o-mini, Framework=GraphRAG2026.0418.815.6
Naive AttackLLM=GPT-4o-mini, Framework=GFM-RAG2026.0418.810
Naive AttackLLM=Llama-3.1-8B, Framework=GraphRAG2026.041821.4