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ResearchFormerly WizWand

Text Classification on Yelp Review Full (YRF)

70AccuracyULMFIT
48.669654.207359.74565.2827Sep 20, 2019Oct 28, 2020Dec 7, 2021Jan 15, 2023Feb 24, 2024Apr 3, 2025May 13, 2026
Updated 5mo ago

Evaluation results

MethodLinks
ULMFIT2019.0970
DPCNN2019.0969.4
DRNN2019.0969.1
ULMFiT (Small data)Training data percentage=20%2019.0967.6
ULMFIT (Tiny data)Training data percentage=8%2019.0966.3
DC+MFA2019.0966
WC-Reg2019.0964.9
VDCNN2019.0964.7
Sinkhorn teacher (S = 10)Sequence length=128, Sinkhorn teacher iterations (S)=102026.0554.54
ASAP-LSSequence length=128, Sinkhorn teacher iterations (S)=10, Number of unlabeled training examples for compilation=40962026.0554.51
ASAP-KLSequence length=128, Sinkhorn teacher iterations (S)=10, Number of unlabeled training examples for compilation=40962026.0554.46
TransformerSequence length=1282026.0554.4
DiffTransformerSequence length=1282026.0554.3
ASAP-LS-0Sequence length=128, Sinkhorn teacher iterations (S)=10, Number of unlabeled training examples for compilation=40962026.0553.87
ASAP-KL-0Sequence length=128, Sinkhorn teacher iterations (S)=10, Number of unlabeled training examples for compilation=40962026.0553.83
ESPFormerSequence length=1282026.0549.49