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ResearchFormerly WizWand

RAG Poisoning Attack on TriviaQA

1.56E2E Attack Success RateGCG
-1.877621.326244.5367.7338Oct 1, 2025
Updated 4mo ago

Evaluation results

MethodLinks
GCGRetriever=Qwen3 Emb 0.6B, Generator=Gemma 2B2025.101.56
AutoDANRetriever=Qwen3 Emb 0.6B, Generator=Gemma 2B2025.102.16
GCGRetriever=BCE, Generator=Qwen2.5 0.5B2025.102.72
GCGRetriever=BCE, Generator=Llama3.2 1B2025.104.09
Phantom (MCG)Retriever=Qwen3 Emb 0.6B, Generator=Qwen2.5 0.5B2025.104.69
Phantom (MCG)Retriever=BCE, Generator=Qwen2.5 0.5B2025.105.92
GCGRetriever=Qwen3 Emb 0.6B, Generator=Llama3.2 1B2025.105.97
AutoDANRetriever=BCE, Generator=Gemma 2B2025.106.13
GCGRetriever=Qwen3 Emb 0.6B, Generator=Qwen2.5 0.5B2025.106.72
Phantom (MCG)Retriever=BCE, Generator=Llama3.2 1B2025.107.69
AutoDANRetriever=BCE, Generator=Llama3.2 1B2025.107.84
Phantom (MCG)Retriever=Qwen3 Emb 0.6B, Generator=Llama3.2 1B2025.108.66
GCGRetriever=BCE, Generator=Gemma 2B2025.1014.16
AutoDANRetriever=Qwen3 Emb 0.6B, Generator=Llama3.2 1B2025.1015.38
LLM-GenRetriever=Qwen3 Emb 0.6B, Generator=Llama3.2 1B2025.1017.12
LLM-GenRetriever=BCE, Generator=Llama3.2 1B2025.1017.12
Phantom (MCG)Retriever=BCE, Generator=Gemma 2B2025.1018.22
AutoDANRetriever=Qwen3 Emb 0.6B, Generator=Qwen2.5 0.5B2025.1019.5
AutoDANRetriever=BCE, Generator=Qwen2.5 0.5B2025.1021.78
EYES-ON-MERetriever=BCE, Generator=Llama3.2 1B2025.1023.73
EYES-ON-MERetriever=BCE, Generator=Qwen2.5 0.5B2025.1025.23
Phantom (MCG)Retriever=Qwen3 Emb 0.6B, Generator=Gemma 2B2025.1025.64
EYES-ON-MERetriever=Qwen3 Emb 0.6B, Generator=Gemma 2B2025.1025.93
LLM-GenRetriever=Qwen3 Emb 0.6B, Generator=Gemma 2B2025.1026.06
LLM-GenRetriever=BCE, Generator=Gemma 2B2025.1026.06
EYES-ON-MERetriever=Qwen3 Emb 0.6B, Generator=Qwen2.5 0.5B2025.1026.93
EYES-ON-MERetriever=Qwen3 Emb 0.6B, Generator=Llama3.2 1B2025.1028.34
EYES-ON-ME + LLM-GenRetriever=BCE, Generator=Llama3.2 1B2025.1032.69
EYES-ON-ME + LLM-GenRetriever=BCE, Generator=Qwen2.5 0.5B2025.1032.81
LLM-GenRetriever=Qwen3 Emb 0.6B, Generator=Qwen2.5 0.5B2025.1036.01
LLM-GenRetriever=BCE, Generator=Qwen2.5 0.5B2025.1036.01
EYES-ON-MERetriever=BCE, Generator=Gemma 2B2025.1039.88
EYES-ON-ME + LLM-GenRetriever=Qwen3 Emb 0.6B, Generator=Gemma 2B2025.1056.25
EYES-ON-ME + LLM-GenRetriever=BCE, Generator=Gemma 2B2025.1076.95
EYES-ON-ME + LLM-GenRetriever=Qwen3 Emb 0.6B, Generator=Qwen2.5 0.5B2025.1077.4
EYES-ON-ME + LLM-GenRetriever=Qwen3 Emb 0.6B, Generator=Llama3.2 1B2025.1087.5