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ResearchFormerly WizWand

Retrieval on BRIGHT 12 datasets aggregate (test)

12.74NDCG@10Contriever
3.4845.8878.2910.693Feb 9, 2026Feb 10, 2026
Updated 8mo ago

Evaluation results

MethodLinks
ContrieverBackbone=Contriever, Similarity Function=QNorm2026.0212.74
ContrieverBackbone=Contriever, Similarity Function=Dot2026.0212.53
ContrieverBackbone=Contriever, Similarity Function=Learn2026.0211.66
ContrieverBackbone=Contriever, Similarity Function=DNorm2026.029.83
RetroMAEBackbone=RetroMAE, Similarity Function=Learn2026.029.75
Ours (8k)Backbone=Contriever, Q/Doc=22026.029.5
RetroMAEBackbone=RetroMAE, Similarity Function=DNorm2026.029.46
RetroMAEBackbone=RetroMAE, Similarity Function=QNorm2026.029.44
OursBackbone=Contriever, Q/Doc=32026.029.12
RetroMAEBackbone=RetroMAE, Similarity Function=Dot2026.028.71
SAPBackbone=RetroMAE, Q/Doc=2, Extension=Extended by authors2026.028.63
OursBackbone=RetroMAE, Q/Doc=22026.028.07
ContrieverBackbone=Contriever, Similarity Function=Cosine2026.027.41
SupervisedBackbone=Contriever, Q/Doc=12026.027.11
SupervisedBackbone=RetroMAE, Q/Doc=12026.026.33
RetroMAEBackbone=RetroMAE, Similarity Function=Cosine2026.026.11
PretrainedBackbone=RetroMAE, Q/Doc=-2026.025.2
RetroMAEBackbone=RetroMAE, Similarity Function=PT2026.025.2
PretrainedBackbone=Contriever, Q/Doc=-2026.023.84
ContrieverBackbone=Contriever, Similarity Function=PT2026.023.84