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ResearchFormerly WizWand

Retrieval Attack Defense on FiQA

0ASRRAGPart
-3.821.8547.573.15Dec 30, 2025Jan 23, 2026Feb 17, 2026Mar 13, 2026Apr 7, 2026May 1, 2026May 26, 2026
Updated 5mo ago

Evaluation results

MethodLinks
RAGPartRetriever=Contriever, Attack Type=HotFlip, N=5, k=32025.120
RAGPartRetriever=ANCE, Attack Type=HotFlip, N=5, k=12025.120
RAGPartRetriever=ANCE, Attack Type=HotFlip, N=5, k=32025.120
RAGPartRetriever=ANCE, Attack Type=Query as poison, N=5, k=32025.120
RAGPartRetriever=Multilingual E5, Attack Type=HotFlip, N=5, k=12025.120
RAGMaskRetriever=Multilingual E5, Attack Type=HotFlip, m=102025.120
RAGPartRetriever=Multilingual E5, Attack Type=HotFlip (spread out), N=5, k=12025.120
RAGPartRetriever=Multilingual E5, Attack Type=HotFlip (spread out), N=5, k=32025.120
RAGPartRetriever=Multilingual E5, Attack Type=Query as poison, N=5, k=32025.120
RAGPartRetriever=GTE Large, Attack Type=HotFlip, N=5, k=12025.120
RAGPartRetriever=GTE Large, Attack Type=HotFlip, N=5, k=32025.120
RAGMaskRetriever=GTE Large, Attack Type=HotFlip, m=102025.120
RAGPartRetriever=GTE Large, Attack Type=HotFlip (spread out), N=5, k=12025.120
RAGMaskRetriever=GTE Large, Attack Type=HotFlip (spread out), m=102025.120
RAGMaskRetriever=GTE Large, Attack Type=Query as poison, m=102025.120
RAGMaskRetriever=Contriever, Attack Type=HotFlip, m=102025.121
RAGPartRetriever=Contriever, Attack Type=Query as poison, N=5, k=32025.121
RAGPartRetriever=ANCE, Attack Type=HotFlip (spread out), N=5, k=32025.121
RAGPartRetriever=Multilingual E5, Attack Type=HotFlip, N=5, k=32025.121
RAGPartRetriever=GTE Large, Attack Type=Query as poison, N=5, k=32025.121
RAGPartRetriever=Contriever, Attack Type=HotFlip, N=5, k=12025.122
RAGPartRetriever=Contriever, Attack Type=HotFlip (spread out), N=5, k=12025.122
RAGPartRetriever=GTE Large, Attack Type=HotFlip (spread out), N=5, k=32025.122
RAGMaskRetriever=Contriever, Attack Type=HotFlip (spread out), m=102025.123
RAGMaskRetriever=Contriever, Attack Type=Query as poison, m=102025.123
RAGMaskRetriever=ANCE, Attack Type=HotFlip, m=102025.123
RAGMaskRetriever=ANCE, Attack Type=HotFlip (spread out), m=102025.123
RAGMaskRetriever=ANCE, Attack Type=Query as poison, m=102025.123
RAGPartRetriever=ANCE, Attack Type=AdvRAGgen, N=5, k=32025.124
Cordon-MASSeed=422026.054
RAGPartRetriever=ANCE, Attack Type=Query as poison, N=5, k=12025.125
RAGMaskRetriever=ANCE, Attack Type=AdvRAGgen, m=102025.125
RAGPartRetriever=GTE Large, Attack Type=Query as poison, N=5, k=12025.125
RAGMaskRetriever=GTE Large, Attack Type=AdvRAGgen, m=102025.125
RAGPartRetriever=Contriever, Attack Type=HotFlip (spread out), N=5, k=32025.126
RAGPartRetriever=ANCE, Attack Type=HotFlip (spread out), N=5, k=12025.126
RAGPartRetriever=ANCE, Attack Type=AdvRAGgen, N=5, k=12025.126
RAGPartRetriever=GTE Large, Attack Type=AdvRAGgen, N=5, k=32025.126
RAGMaskRetriever=Contriever, Attack Type=AdvRAGgen, m=102025.127
RAGMaskRetriever=Multilingual E5, Attack Type=HotFlip (spread out), m=102025.127
RAGMaskRetriever=Multilingual E5, Attack Type=Query as poison, m=102025.127
RAGMaskRetriever=Multilingual E5, Attack Type=AdvRAGgen, m=102025.127
RAGPartRetriever=GTE Large, Attack Type=AdvRAGgen, N=5, k=12025.128
RAGPartRetriever=Contriever, Attack Type=Query as poison, N=5, k=12025.129
RAGPartRetriever=Multilingual E5, Attack Type=Query as poison, N=5, k=12025.129
RobustRAGSeed=422026.0510
RAGPartRetriever=Contriever, Attack Type=AdvRAGgen, N=5, k=32025.1211
DebateSeed=422026.0512
RAGPartRetriever=Contriever, Attack Type=AdvRAGgen, N=5, k=12025.1213
RAGPartRetriever=Multilingual E5, Attack Type=AdvRAGgen, N=5, k=32025.1214
TrustRAGSeed=422026.0514
RAGPartRetriever=Multilingual E5, Attack Type=AdvRAGgen, N=5, k=12025.1215
Vanilla RAGSeed=422026.0518
No DefenseRetriever=GTE Large, Attack Type=HotFlip2025.1220
No DefenseRetriever=Multilingual E5, Attack Type=HotFlip2025.1221
No DefenseRetriever=Multilingual E5, Attack Type=HotFlip (spread out)2025.1226
ParaphraseSeed=422026.0526
No DefenseRetriever=GTE Large, Attack Type=HotFlip (spread out)2025.1228
No DefenseRetriever=Multilingual E5, Attack Type=Query as poison2025.1245
No DefenseRetriever=GTE Large, Attack Type=Query as poison2025.1258
No DefenseRetriever=ANCE, Attack Type=Query as poison2025.1265
No DefenseRetriever=ANCE, Attack Type=HotFlip (spread out)2025.1267
No DefenseRetriever=ANCE, Attack Type=HotFlip2025.1278
No DefenseRetriever=GTE Large, Attack Type=AdvRAGgen2025.1283
No DefenseRetriever=Contriever, Attack Type=Query as poison2025.1285
No DefenseRetriever=ANCE, Attack Type=AdvRAGgen2025.1286
No DefenseRetriever=Contriever, Attack Type=HotFlip (spread out)2025.1292
No DefenseRetriever=Contriever, Attack Type=AdvRAGgen2025.1294
No DefenseRetriever=Contriever, Attack Type=HotFlip2025.1295
No DefenseRetriever=Multilingual E5, Attack Type=AdvRAGgen2025.1295