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ResearchFormerly WizWand

Retrieval-Augmented Question Answering on NQ (PIA/PoisonedRAG Evaluation)

89Clean AccuracyVanillaRAG
5.827.44970.6May 19, 2026
Updated 5mo ago

Evaluation results

MethodLinks
VanillaRAGModel=Llama-3.1-8B, Retriever=DPR2026.058931658468
VanillaRAGModel=Llama-3.1-8B, Retriever=ANCE2026.058821728378
VanillaRAGModel=Llama-3.1-8B, Retriever=Contriever2026.058730778576
InstructRAGModel=Llama-3.1-8B, Retriever=ANCE, Venue=ICLR ’252026.058334815967
InstructRAGModel=Llama-3.1-8B, Retriever=Contriever, Venue=ICLR ’252026.058331815768
VanillaRAGModel=Mistral-7B, Retriever=DPR2026.058029569118
BiRDModel=Llama-3.1-8B, Retriever=Contriever, Venue=Ours2026.057929801982
InstructRAGModel=Llama-3.1-8B, Retriever=DPR, Venue=ICLR ’252026.057834756962
VanillaRAGModel=Qwen2.5-7B, Retriever=Contriever2026.057726698934
VanillaRAGModel=Mistral-7B, Retriever=ANCE2026.057716609316
BiRDModel=Llama-3.1-8B, Retriever=DPR, Venue=Ours2026.057738662875
VanillaRAGModel=Qwen2.5-7B, Retriever=ANCE2026.057620598737
VanillaRAGModel=Mistral-7B, Retriever=Contriever2026.057620599120
VanillaRAGModel=Qwen2.5-7B, Retriever=DPR2026.057329588744
BiRDModel=Llama-3.1-8B, Retriever=ANCE, Venue=Ours2026.057218721579
InstructRAGModel=Qwen2.5-7B, Retriever=ANCE, Venue=ICLR ’252026.056855497729
BiRDModel=Mistral-7B, Retriever=DPR, Venue=Ours2026.056629552465
BiRDModel=Mistral-7B, Retriever=Contriever, Venue=Ours2026.056520641072
BiRDModel=Qwen2.5-7B, Retriever=DPR, Venue=Ours2026.056425603063
InstructRAGModel=Qwen2.5-7B, Retriever=Contriever, Venue=ICLR ’252026.056351577924
InstructRAGModel=Qwen2.5-7B, Retriever=DPR, Venue=ICLR ’252026.056354487932
RobustRAGModel=Qwen2.5-7B, Retriever=Contriever, Venue=arXiv ’242026.056279496242
BiRDModel=Qwen2.5-7B, Retriever=Contriever, Venue=Ours2026.056225711662
BiRDModel=Mistral-7B, Retriever=ANCE, Venue=Ours2026.05621961671
BiRDModel=Qwen2.5-7B, Retriever=ANCE, Venue=Ours2026.05612264875
RobustRAGModel=Qwen2.5-7B, Retriever=ANCE, Venue=arXiv ’242026.056074486140
RobustRAGModel=Qwen2.5-7B, Retriever=DPR, Venue=arXiv ’242026.056070506243
ReliabilityRAGModel=Qwen2.5-7B, Retriever=DPR, Venue=NeurIPS ’252026.055532507041
ReliabilityRAGModel=Qwen2.5-7B, Retriever=Contriever, Venue=NeurIPS ’252026.055440447053
ReliabilityRAGModel=Qwen2.5-7B, Retriever=ANCE, Venue=NeurIPS ’252026.054841446143
InstructRAGModel=Mistral-7B, Retriever=ANCE, Venue=ICLR ’252026.053848396327
RobustRAGModel=Llama-3.1-8B, Retriever=ANCE, Venue=arXiv ’242026.053675525045
ReliabilityRAGModel=Llama-3.1-8B, Retriever=Contriever, Venue=NeurIPS ’252026.053164444633
InstructRAGModel=Mistral-7B, Retriever=DPR, Venue=ICLR ’252026.053034485531
RobustRAGModel=Llama-3.1-8B, Retriever=Contriever, Venue=arXiv ’242026.053079574533
InstructRAGModel=Mistral-7B, Retriever=Contriever, Venue=ICLR ’252026.052539515433
RobustRAGModel=Llama-3.1-8B, Retriever=DPR, Venue=arXiv ’242026.052572595144
ReliabilityRAGModel=Llama-3.1-8B, Retriever=DPR, Venue=NeurIPS ’252026.052464395242
ReliabilityRAGModel=Llama-3.1-8B, Retriever=ANCE, Venue=NeurIPS ’252026.052268445039
RobustRAGModel=Mistral-7B, Retriever=ANCE, Venue=arXiv ’242026.052133154017
RobustRAGModel=Mistral-7B, Retriever=Contriever, Venue=arXiv ’242026.051733144918
RobustRAGModel=Mistral-7B, Retriever=DPR, Venue=arXiv ’242026.051634184514
ReliabilityRAGModel=Mistral-7B, Retriever=ANCE, Venue=NeurIPS ’252026.051229174018
ReliabilityRAGModel=Mistral-7B, Retriever=DPR, Venue=NeurIPS ’252026.051228114115
ReliabilityRAGModel=Mistral-7B, Retriever=Contriever, Venue=NeurIPS ’252026.05918153514