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Retrieval Question Answering on RQA

76AccuracyRADAR
18.833.6548.563.35May 21, 2026
Updated 5mo ago

Evaluation results

MethodLinks
RADARScenario=PIA, Top-k=50, Pos=25, Backbone=DeepSeek2026.05763
ReliabilityRAGScenario=PIA, Top-k=50, Pos=50, Backbone=DeepSeek2026.05763
RADARScenario=PIA, Top-k=50, Pos=50, Backbone=DeepSeek2026.05763
RADARScenario=Poison, Top-k=50, Pos=25, Backbone=DeepSeek2026.05765
RADARScenario=Poison, Top-k=50, Pos=50, Backbone=DeepSeek2026.05763
Vanilla RAGScenario=Benign, Top-k=10, Backbone=DeepSeek2026.0575—
ReliabilityRAGScenario=Benign, Top-k=10, Backbone=DeepSeek2026.0575—
RADARScenario=Benign, Top-k=10, Backbone=DeepSeek2026.0575—
RADARScenario=PIA, Top-k=10, Pos=10, Backbone=DeepSeek2026.05755
ReliabilityRAGScenario=Poison, Top-k=10, Pos=10, Backbone=DeepSeek2026.05756
RADARScenario=Poison, Top-k=10, Pos=10, Backbone=DeepSeek2026.05756
Vanilla RAGScenario=Benign, Top-k=50, Backbone=DeepSeek2026.0575—
ReliabilityRAGScenario=Benign, Top-k=50, Backbone=DeepSeek2026.0575—
RADARScenario=Benign, Top-k=50, Backbone=DeepSeek2026.0575—
ReliabilityRAGScenario=Poison, Top-k=50, Pos=50, Backbone=DeepSeek2026.05753
ReliabilityRAGScenario=PIA, Top-k=10, Pos=10, Backbone=DeepSeek2026.05746
ReliabilityRAGScenario=PIA, Top-k=50, Pos=25, Backbone=DeepSeek2026.05743
Vanilla RAGScenario=Poison, Top-k=50, Pos=50, Backbone=DeepSeek2026.057412
InstructRAGScenario=Benign, Top-k=10, Backbone=DeepSeek2026.0573—
RADARScenario=PIA, Top-k=50, Pos=1, Backbone=DeepSeek2026.05725
RobustRAGScenario=Benign, Top-k=50, Backbone=DeepSeek2026.0571—
RobustRAGScenario=PIA, Top-k=50, Pos=50, Backbone=DeepSeek2026.05714
RADARScenario=Poison, Top-k=50, Pos=1, Backbone=DeepSeek2026.05717
RobustRAGScenario=Poison, Top-k=50, Pos=25, Backbone=DeepSeek2026.05715
RobustRAGScenario=Poison, Top-k=50, Pos=50, Backbone=DeepSeek2026.05715
ReliabilityRAGScenario=Poison, Top-k=10, Pos=1, Backbone=DeepSeek2026.057014
RADARScenario=Poison, Top-k=10, Pos=1, Backbone=DeepSeek2026.057011
RobustRAGScenario=Poison, Top-k=10, Pos=10, Backbone=DeepSeek2026.05705
ReliabilityRAGScenario=Poison, Top-k=50, Pos=25, Backbone=DeepSeek2026.05707
RobustRAGScenario=Benign, Top-k=10, Backbone=DeepSeek2026.0569—
ReliabilityRAGScenario=PIA, Top-k=10, Pos=1, Backbone=DeepSeek2026.056915
RADARScenario=PIA, Top-k=10, Pos=1, Backbone=DeepSeek2026.056911
RobustRAGScenario=PIA, Top-k=10, Pos=10, Backbone=DeepSeek2026.05694
RobustRAGScenario=PIA, Top-k=50, Pos=1, Backbone=DeepSeek2026.05699
RobustRAGScenario=PIA, Top-k=50, Pos=25, Backbone=DeepSeek2026.05694
Vanilla RAGScenario=PIA, Top-k=50, Pos=25, Backbone=DeepSeek2026.056815
ReliabilityRAGScenario=PIA, Top-k=50, Pos=1, Backbone=DeepSeek2026.056718
RobustRAGScenario=Poison, Top-k=50, Pos=1, Backbone=DeepSeek2026.056720
InstructRAGScenario=PIA, Top-k=10, Pos=10, Backbone=DeepSeek2026.05665
Vanilla RAGScenario=Poison, Top-k=50, Pos=25, Backbone=DeepSeek2026.056526
RobustRAGScenario=PIA, Top-k=10, Pos=1, Backbone=DeepSeek2026.05647
ReliabilityRAGScenario=Poison, Top-k=50, Pos=1, Backbone=DeepSeek2026.056419
InstructRAGScenario=PIA, Top-k=50, Pos=50, Backbone=DeepSeek2026.05634
RobustRAGScenario=Poison, Top-k=10, Pos=1, Backbone=DeepSeek2026.056213
InstructRAGScenario=Benign, Top-k=50, Backbone=DeepSeek2026.0562—
InstructRAGScenario=PIA, Top-k=50, Pos=25, Backbone=DeepSeek2026.05613
Vanilla RAGScenario=PIA, Top-k=50, Pos=50, Backbone=DeepSeek2026.056023
Vanilla RAGScenario=PIA, Top-k=10, Pos=10, Backbone=DeepSeek2026.055928
Vanilla RAGScenario=Poison, Top-k=10, Pos=10, Backbone=DeepSeek2026.055835
InstructRAGScenario=Poison, Top-k=50, Pos=25, Backbone=DeepSeek2026.055721
InstructRAGScenario=Poison, Top-k=50, Pos=50, Backbone=DeepSeek2026.055517
InstructRAGScenario=Poison, Top-k=10, Pos=10, Backbone=DeepSeek2026.055414
Vanilla RAGScenario=Poison, Top-k=50, Pos=1, Backbone=DeepSeek2026.054453
AstuteRAGScenario=Benign, Top-k=50, Backbone=DeepSeek2026.0541—
InstructRAGScenario=Poison, Top-k=50, Pos=1, Backbone=DeepSeek2026.053935
Vanilla RAGScenario=Poison, Top-k=10, Pos=1, Backbone=DeepSeek2026.053857
AstuteRAGScenario=PIA, Top-k=50, Pos=25, Backbone=DeepSeek2026.05382
AstuteRAGScenario=Poison, Top-k=50, Pos=25, Backbone=DeepSeek2026.05373
AstuteRAGScenario=Poison, Top-k=10, Pos=10, Backbone=DeepSeek2026.05364
AstuteRAGScenario=Benign, Top-k=10, Backbone=DeepSeek2026.0535—
Vanilla RAGScenario=PIA, Top-k=50, Pos=1, Backbone=DeepSeek2026.053565
AstuteRAGScenario=PIA, Top-k=50, Pos=50, Backbone=DeepSeek2026.05342
InstructRAGScenario=PIA, Top-k=50, Pos=1, Backbone=DeepSeek2026.053346
InstructRAGScenario=Poison, Top-k=10, Pos=1, Backbone=DeepSeek2026.052950
AstuteRAGScenario=Poison, Top-k=50, Pos=50, Backbone=DeepSeek2026.05292
Vanilla RAGScenario=PIA, Top-k=10, Pos=1, Backbone=DeepSeek2026.052574
AstuteRAGScenario=PIA, Top-k=10, Pos=1, Backbone=DeepSeek2026.05251
InstructRAGScenario=PIA, Top-k=10, Pos=1, Backbone=DeepSeek2026.052368
AstuteRAGScenario=PIA, Top-k=10, Pos=10, Backbone=DeepSeek2026.05231
AstuteRAGScenario=Poison, Top-k=10, Pos=1, Backbone=DeepSeek2026.052115
AstuteRAGScenario=PIA, Top-k=50, Pos=1, Backbone=DeepSeek2026.05215
AstuteRAGScenario=Poison, Top-k=50, Pos=1, Backbone=DeepSeek2026.052110