Opinion Term Extraction on 14res SemEval 2014 (test)
87.3PrecisionARGCN
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ARGCNbackbone=BERT2021.03 | 87.3 | 83.5 | 85.4 | |
| ARGCN2021.03 | 86.6 | 82.7 | 84.6 | |
| PBFvariant=without A2021.03 | 85.9 | 86.3 | 86.1 | |
| PBFvariant=without P2021.03 | 85.7 | 87 | 86.3 | |
| PBF2021.03 | 85.5 | 86.2 | 85.9 | |
| LOTN2020.01 | 84 | 80.52 | 82.21 | |
| LOTN2020.10 | 84 | 80.52 | 82.21 | |
| LOTN2021.03 | 84 | 80.5 | 82.2 | |
| ONG2020.10 | 83.23 | 81.46 | 82.33 | |
| ONG2021.03 | 83.2 | 81.4 | 82.3 | |
| IOG2019.11 | 82.85 | 77.38 | 80.02 | |
| IOG2020.10 | 82.85 | 77.38 | 80.02 | |
| IOG2021.03 | 82.8 | 77.3 | 80 | |
| IOG2020.01 | 82.38 | 78.25 | 80.23 | |
| Our-TGvariant=Target-Guided variant2019.11 | 81.77 | 84.8 | 83.21 | |
| Ourdescription=Full ASTE framework2019.11 | 81.72 | 80.39 | 82.45 | |
| Li-unified-Rdescription=derived from Li-unified2019.11 | 81.2 | 83.18 | 82.13 | |
| RINANTE2019.11 | 81.06 | 72.05 | 76.29 | |
| Our-Tvariant=Eliminates loss L^T from training2019.11 | 80.61 | 85.38 | 82.88 | |
| Our-BLSTM-OPTarchitecture=BLSTM with OPT tag prediction2019.11 | 80.41 | 86.19 | 83.15 | |
| PE-BiLSTM2020.01 | 80.1 | 76.51 | 78.26 | |
| Pipeline2020.01 | 77.72 | 62.33 | 69.18 | |
| Pipeline2020.10 | 77.72 | 62.33 | 69.18 | |
| CMLA2019.11 | 69.47 | 74.53 | 71.91 | |
| TC-BiLSTM2020.01 | 67.65 | 67.67 | 67.61 | |
| TC-BiLSTM2020.10 | 67.65 | 67.67 | 67.61 | |
| Dependency rule2019.11 | 64.57 | 52.72 | 58.04 | |
| Dependency-rule2020.01 | 64.57 | 52.72 | 58.04 | |
| Dependency-rule2020.10 | 64.57 | 52.72 | 58.04 | |
| Distance rule2019.11 | 58.39 | 43.59 | 49.92 | |
| Distance-rule2020.01 | 58.39 | 43.59 | 49.92 | |
| Distance-rule2020.10 | 58.39 | 43.59 | 49.92 | |
| BiLSTM2020.01 | 58.34 | 61.73 | 59.95 | |
| BiLSTM2020.10 | 58.34 | 61.73 | 59.95 | |
| PBFvariant=without AP2021.03 | 57.9 | 66.2 | 61.6 | |
| LSTM2020.01 | 52.64 | 65.47 | 58.34 | |
| LSTM2020.10 | 52.64 | 65.47 | 58.34 |