ResearchBenchmarksPoisoning Defense on RAG Evaluation Datasets NQ, PubMedQA, TriviaQAPoisoning Defense on RAG Evaluation Datasets NQ, PubMedQA, TriviaQAFollow59.4Contextual RecallTrustRAG25.91234.60643.351.994Apr 22, 2026Evaluation resultsMethodMethodLinksContextual RecallASRFaithfulnessTrustRAGMode=Static TargetedMode=Static Targeted2026.0459.4079ADOController Model=MistralController Model=Mistral2026.0447477ADOController Model=Qwen 3Controller Model=Qwen 32026.0443.94473ADOController Model=Llama 3Controller Model=Llama 32026.0442.9075.3Full StackMode=StaticMode=Static2026.0434.3—74.5ADOController Model=Gemma 3Controller Model=Gemma 32026.0429.7176ADOController Model=GPT-4oController Model=GPT-4o2026.0427.23577