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ResearchFormerly WizWand

Category Retrieval on Mathematics Amazon (test)

31.4R@50SCIPATTON
16.0620.042524.02528.0075May 20, 2023
Updated 8mo ago

Evaluation results

MethodLinks
SCIPATTONProtocol=16-shot, Backbone=SciBERT2023.0531.440.38
w/o NMLMProtocol=16-shot, Method variant=PATTON ablation2023.0530.8539.89
PATTONProtocol=16-shot2023.0527.4434.97
SciBERTProtocol=16-shot, Backbone=SciBERT2023.0524.733.55
SimCSE.in-domainProtocol=16-shot, Domain=in-domain2023.0524.5431.66
SPECTERProtocol=16-shot2023.0523.8631.11
w/o MNPProtocol=16-shot, Method variant=PATTON ablation2023.0522.4730.2
BM25Protocol=16-shot2023.0520.7624.55
BERT.MLMProtocol=16-shot, Pre-training=MLM2023.0520.6927.17
SciBERT.MLMProtocol=16-shot, Backbone=SciBERT, Pre-training=MLM2023.0520.6527.67
SimCSE (sup)Protocol=16-shot, Mode=supervised2023.0520.2926.23
SimCSE (unsup)Protocol=16-shot, Mode=unsupervised2023.0517.9123.19
LinkBERTProtocol=16-shot2023.0517.2523.21
BERTProtocol=16-shot2023.0516.7322.66
GraphFormersProtocol=16-shot2023.0516.6522.41