Aspect term-polarity pair extraction on SemEval Restaurant (SR) (test)
77.26F1 ScoreGRACE
Evaluation Results
| Method | Links | |
|---|---|---|
| GRACE2020.09 | 77.26 | |
| GRACEVAT=false2020.09 | 77.16 | |
| GRACEGHL=false2020.09 | 75.83 | |
| RACL-BERT2020.09 | 75.42 | |
| DOERApproach category=Joint (Ours)2019.06 | 72.78 | |
| S-BiReGU+CSU+AuSApproach category=Joint (Ours)2019.06 | 72.64 | |
| DREGCN2020.09 | 72.6 | |
| S-BiReGU+CSU+AuLApproach category=Joint (Ours)2019.06 | 72.32 | |
| S-BiReGU+CSUApproach category=Joint (Ours)2019.06 | 72.19 | |
| WHW2020.09 | 71.95 | |
| IKTN-BERT2020.09 | 71.75 | |
| GRACEPTR=false2020.09 | 71.56 | |
| S-BiReGUApproach category=Joint (Ours)2019.06 | 71.47 | |
| S-BILSTMApproach category=Joint (Ours)2019.06 | 71.22 | |
| E2E-TBSAApproach category=Collapsed Baselines2019.06 | 69.91 | |
| IMN2020.09 | 69.54 | |
| DHGNN2020.09 | 68.91 | |
| LM-LSTM-CRFApproach category=Collapsed Baselines2019.06 | 67.56 | |
| DE-CNN+TNetApproach category=Pipeline Baselines2019.06 | 67.54 | |
| LSTM+CRF-CNNcApproach category=Collapsed Baselines2019.06 | 66.36 | |
| TAS-BERT2020.09 | 66.11 | |
| LSTM+CRF-LSTMcApproach category=Collapsed Baselines2019.06 | 65.93 | |
| Sentiment-ScopeApproach category=Collapsed Baselines2019.06 | 62.01 | |
| NN+CRF-collapsedApproach category=Collapsed Baselines2019.06 | 61.74 | |
| NN+CRF-pipelineApproach category=Pipeline Baselines2019.06 | 60.78 | |
| NN+CRF-jointApproach category=Joint Baselines2019.06 | 60.27 | |
| CRF-jointApproach category=Joint Baselines2019.06 | 59.75 | |
| CRF-collapsedApproach category=Collapsed Baselines2019.06 | 59.52 | |
| CRF-pipelineApproach category=Pipeline Baselines2019.06 | 54.78 |