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ResearchFormerly WizWand

Category Retrieval on Amazon Sports (test)

58.63Recall@50PATTON
20.534830.424940.31550.2051May 20, 2023
Updated 8mo ago

Evaluation results

MethodLinks
PATTONProtocol=16-shot2023.0558.6368.53
w/o NMLMProtocol=16-shot, Method variant=PATTON ablation2023.0557.0567.22
BERT.MLMProtocol=16-shot, Pre-training=MLM2023.0554.163.14
SimCSE.in-domainProtocol=16-shot, Domain=in-domain2023.0553.7763.73
w/o MNPProtocol=16-shot, Method variant=PATTON ablation2023.0551.7360.35
SimCSE (sup)Protocol=16-shot, Mode=supervised2023.0540.3150.55
SimCSE (unsup)Protocol=16-shot, Mode=unsupervised2023.0538.8149.3
GraphFormersProtocol=16-shot2023.0532.3943.29
BERTProtocol=16-shot2023.0532.3743.32
LinkBERTProtocol=16-shot2023.0531.9741.77
BM25Protocol=16-shot2023.052223.96