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ResearchFormerly WizWand

RAG Poisoning Attack on Natural Questions

64.08E2E-ASREYES-ON-ME + LLM-Gen
-1.554415.485332.52549.5647Oct 1, 2025
Updated 4mo ago

Evaluation results

MethodLinks
EYES-ON-ME + LLM-GenRetriever=Qwen3 Emb 0.6B, Generator=Llama3.2 1B2025.1064.08
EYES-ON-ME + LLM-GenRetriever=Qwen3 Emb 0.6B, Generator=Qwen2.5 0.5B2025.1064.08
EYES-ON-ME + LLM-GenRetriever=BCE, Generator=Gemma 2B2025.1060.63
EYES-ON-ME + LLM-GenRetriever=BCE, Generator=Qwen2.5 0.5B2025.1053.4
EYES-ON-MERetriever=BCE, Generator=Gemma 2B2025.1041.03
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-ME + LLM-GenRetriever=BCE, Generator=Llama3.2 1B2025.1033.97
EYES-ON-MERetriever=Qwen3 Emb 0.6B, Generator=Gemma 2B2025.1033.75
EYES-ON-MERetriever=BCE, Generator=Qwen2.5 0.5B2025.1031.08
AutoDANRetriever=BCE, Generator=Qwen2.5 0.5B2025.1029.7
EYES-ON-MERetriever=Qwen3 Emb 0.6B, Generator=Llama3.2 1B2025.1028.57
EYES-ON-MERetriever=BCE, Generator=Llama3.2 1B2025.1028.34
EYES-ON-MERetriever=Qwen3 Emb 0.6B, Generator=Qwen2.5 0.5B2025.1026.77
EYES-ON-ME + LLM-GenRetriever=Qwen3 Emb 0.6B, Generator=Gemma 2B2025.1026.21
LLM-GenRetriever=Qwen3 Emb 0.6B, Generator=Gemma 2B2025.1026.06
LLM-GenRetriever=BCE, Generator=Gemma 2B2025.1026.06
Phantom (MCG)Retriever=BCE, Generator=Qwen2.5 0.5B2025.1023.23
AutoDANRetriever=Qwen3 Emb 0.6B, Generator=Qwen2.5 0.5B2025.1021.78
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=Llama3.2 1B2025.1013.24
AutoDANRetriever=BCE, Generator=Gemma 2B2025.1012.5
AutoDANRetriever=Qwen3 Emb 0.6B, Generator=Llama3.2 1B2025.1010.58
Phantom (MCG)Retriever=BCE, Generator=Gemma 2B2025.109.68
GCGRetriever=BCE, Generator=Gemma 2B2025.108.42
Phantom (MCG)Retriever=Qwen3 Emb 0.6B, Generator=Gemma 2B2025.107.99
AutoDANRetriever=BCE, Generator=Llama3.2 1B2025.107.03
Phantom (MCG)Retriever=Qwen3 Emb 0.6B, Generator=Qwen2.5 0.5B2025.106.2
GCGRetriever=Qwen3 Emb 0.6B, Generator=Qwen2.5 0.5B2025.105.63
GCGRetriever=BCE, Generator=Qwen2.5 0.5B2025.104.86
GCGRetriever=BCE, Generator=Llama3.2 1B2025.103.47
GCGRetriever=Qwen3 Emb 0.6B, Generator=Gemma 2B2025.102.64
Phantom (MCG)Retriever=Qwen3 Emb 0.6B, Generator=Llama3.2 1B2025.102.12
AutoDANRetriever=Qwen3 Emb 0.6B, Generator=Gemma 2B2025.101.96
GCGRetriever=Qwen3 Emb 0.6B, Generator=Llama3.2 1B2025.100.97