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ResearchFormerly WizWand

Aspect term-polarity pair extraction on SemEval Laptop (SL) (test)

0.7071F1 ScoreGRACE
0.4838120.5417810.599750.657719Jun 5, 2019Aug 23, 2019Nov 10, 2019Jan 28, 2020Apr 16, 2020Jul 4, 2020Sep 22, 2020
Updated 8mo ago

Evaluation results

MethodLinks
GRACE2020.090.7071
GRACEVAT=false2020.090.6989
GRACEGHL=false2020.090.6724
GRACEPTR=false2020.090.6396
RACL-BERT2020.090.634
DREGCN2020.090.6304
WHW2020.090.6234
IKTN-BERT2020.090.6234
DOERApproach category=Joint (Ours), Architecture=Dual crOss-sharEd RNN, Components=CSU + AuL + AuS2019.060.6035
S-BiReGU+CSU+AuSApproach category=Joint (Ours), Architecture=Stacked ReGU, Component=CSU, Auxiliary task=Sentiment lexicon enhancement (AuS)2019.060.6011
DHGNN2020.090.5961
S-BiReGU+CSU+AuLApproach category=Joint (Ours), Architecture=Stacked ReGU, Component=CSU, Auxiliary task=Aspect term length enhancement (AuL)2019.060.5906
S-BiReGU+CSUApproach category=Joint (Ours), Architecture=Stacked ReGU, Component=Compositional Sentiment Unit (CSU)2019.060.5899
IMN2020.090.5837
E2E-TBSAApproach category=Collapsed Baselines, Architecture=End-to-end collapsed approach2019.060.5799
S-BiReGUApproach category=Joint (Ours), Architecture=Stacked ReGU2019.060.5782
S-BILSTMApproach category=Joint (Ours), Architecture=Stacked BiLSTM2019.060.5683
DE-CNN+TNetApproach category=Pipeline Baselines, Architecture=DE-CNN+TNet2019.060.5647
LM-LSTM-CRFApproach category=Collapsed Baselines, Architecture=Language Model enhanced LSTM-CRF2019.060.5639
LSTM+CRF-CNNcApproach category=Collapsed Baselines, Architecture=BiLSTM+CRF, Embedding=Char embedding by CNN2019.060.5471
LSTM+CRF-LSTMcApproach category=Collapsed Baselines, Architecture=BiLSTM+CRF, Embedding=Char embedding by BiLSTM2019.060.5443
NN+CRF-pipelineApproach category=Pipeline Baselines, Architecture=NN+CRF2019.060.5336
NN+CRF-jointApproach category=Joint Baselines, Architecture=NN+CRF2019.060.5281
CRF-pipelineApproach category=Pipeline Baselines, Architecture=CRF2019.060.5108
CRF-jointApproach category=Joint Baselines, Architecture=CRF2019.060.5073
NN+CRF-collapsedApproach category=Collapsed Baselines, Architecture=NN+CRF2019.060.5064
Sentiment-ScopeApproach category=Collapsed Baselines, Architecture=Sentiment-Scope2019.060.5027
CRF-collapsedApproach category=Collapsed Baselines, Architecture=CRF2019.060.4924