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ResearchFormerly WizWand

Document Classification on Yelp Polarity

97.8AccuracyULMFIT
65.164873.637482.1190.5826Jan 5, 2019Feb 17, 2019Apr 1, 2019May 14, 2019Jun 26, 2019Aug 8, 2019Sep 20, 2019
Updated 8mo ago

Evaluation results

MethodLinks
ULMFIT2019.0997.8
DPCNN2019.0997.3
DRNN2019.0997.3
ULMFiT (Small data)Training data percentage=10%2019.0997.1
ULMFIT (Tiny data)Training data percentage=4%2019.0996.7
DC+MFA2019.0996.5
Region Embedding2019.0196.4
DNC-UWWriting Strategy=Uniform Writing2019.0196.4
DNC-CUWWriting Strategy=Cached Uniform Writing2019.0196.4
WC-Reg2019.0996.4
VDCNN2019.0195.7
VDCNN2019.0995.7
D-LSTM2019.0192.6
CNN2019.0881.5
MPAD-clique2019.0881.17
HN-ATT2019.0880.78
MPAD-path2019.0880.46
MPAD-sentence-att2019.0880.44
DiSAN2019.0880.38
DAN2019.0880.3
MPAD2019.0880.24
LSTM-GRNN2019.0879.98
SPGK2019.0877.89
doc2vec2019.0867.3
WMD2019.0866.42