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ResearchFormerly WizWand

Aspect term-polarity pair extraction on SemEval Restaurant (SR) (test)

77.26F1 ScoreGRACE
53.880859.950466.0272.0896Jun 5, 2019Aug 23, 2019Nov 10, 2019Jan 28, 2020Apr 16, 2020Jul 4, 2020Sep 22, 2020
Updated 8mo ago

Evaluation results

MethodLinks
GRACE2020.0977.26
GRACEVAT=false2020.0977.16
GRACEGHL=false2020.0975.83
RACL-BERT2020.0975.42
DOERApproach category=Joint (Ours)2019.0672.78
S-BiReGU+CSU+AuSApproach category=Joint (Ours)2019.0672.64
DREGCN2020.0972.6
S-BiReGU+CSU+AuLApproach category=Joint (Ours)2019.0672.32
S-BiReGU+CSUApproach category=Joint (Ours)2019.0672.19
WHW2020.0971.95
IKTN-BERT2020.0971.75
GRACEPTR=false2020.0971.56
S-BiReGUApproach category=Joint (Ours)2019.0671.47
S-BILSTMApproach category=Joint (Ours)2019.0671.22
E2E-TBSAApproach category=Collapsed Baselines2019.0669.91
IMN2020.0969.54
DHGNN2020.0968.91
LM-LSTM-CRFApproach category=Collapsed Baselines2019.0667.56
DE-CNN+TNetApproach category=Pipeline Baselines2019.0667.54
LSTM+CRF-CNNcApproach category=Collapsed Baselines2019.0666.36
TAS-BERT2020.0966.11
LSTM+CRF-LSTMcApproach category=Collapsed Baselines2019.0665.93
Sentiment-ScopeApproach category=Collapsed Baselines2019.0662.01
NN+CRF-collapsedApproach category=Collapsed Baselines2019.0661.74
NN+CRF-pipelineApproach category=Pipeline Baselines2019.0660.78
NN+CRF-jointApproach category=Joint Baselines2019.0660.27
CRF-jointApproach category=Joint Baselines2019.0659.75
CRF-collapsedApproach category=Collapsed Baselines2019.0659.52
CRF-pipelineApproach category=Pipeline Baselines2019.0654.78