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ResearchFormerly WizWand

Category Retrieval on Geology Amazon (test)

40.69R@50SCIPATTON
16.19822.556528.91535.2735May 20, 2023
Updated 8mo ago

Evaluation results

MethodLinks
SCIPATTONProtocol=16-shot, Backbone=SciBERT2023.0540.6951.31
w/o NMLMProtocol=16-shot, Method variant=PATTON ablation2023.0539.2949.59
PATTONProtocol=16-shot2023.0534.9445.01
SimCSE.in-domainProtocol=16-shot, Domain=in-domain2023.0533.9744.09
BERT.MLMProtocol=16-shot, Pre-training=MLM2023.0532.1341.74
SciBERT.MLMProtocol=16-shot, Backbone=SciBERT, Pre-training=MLM2023.0531.6540.52
w/o MNPProtocol=16-shot, Method variant=PATTON ablation2023.0531.2840.54
SPECTERProtocol=16-shot2023.0526.5634.04
SciBERTProtocol=16-shot, Backbone=SciBERT2023.0523.7130.94
SimCSE (sup)Protocol=16-shot, Mode=supervised2023.0522.3429.63
SimCSE (unsup)Protocol=16-shot, Mode=unsupervised2023.0520.4526.82
BM25Protocol=16-shot2023.0519.0220.92
GraphFormersProtocol=16-shot2023.0518.9225.94
BERTProtocol=16-shot2023.0518.8225.94
LinkBERTProtocol=16-shot2023.0517.1423.05