Aspect Extraction on Laptop (test)
82.61F1 ScoreDOER
Evaluation Results
| Method | Links | |
|---|---|---|
| DOERK=52019.06 | 82.61 | |
| DOER*Without ASC part=true2019.06 | 82.11 | |
| DE-CNNEmbedding=Double2018.05 | 81.59 | |
| DE-CNN2019.06 | 81.26 | |
| DE-CNN-CRFEmbedding=Double, Layer=CRF2018.05 | 80.8 | |
| DE-OOD-CNNEmbedding=Double (Out-of-domain)2018.05 | 80.21 | |
| DE-Google-CNNEmbedding=Double (Google)2018.05 | 78.8 | |
| DE-LSTMEmbedding=Double, Architecture=LSTM2018.05 | 78.73 | |
| RNCRFHand-crafted features=Yes2016.03 | 78.42 | |
| RNCRF2018.05 | 78.42 | |
| Domain-CNNEmbedding=Domain-specific2018.05 | 78.12 | |
| BILSTM-CNN-CRFEmbeddings=Dependency-based2018.05 | 77.8 | |
| CMLA2018.05 | 77.8 | |
| GloVe-CNNEmbedding=General (GloVe)2018.05 | 77.67 | |
| MIN2018.05 | 77.58 | |
| MaxPool-DE-CNNEmbedding=Double, Pooling=Max pooling2018.05 | 77.45 | |
| RNCRF-OOpinion labels in training=No, Hand-crafted features=Yes2016.03 | 77.26 | |
| RNCRFHand-crafted features=No2016.03 | 76.83 | |
| LSTM2018.05 | 75.25 | |
| WDEmb+B+CRF2016.03 | 75.16 | |
| WDEmb2018.05 | 75.16 | |
| SemEval-12016.03 | 74.55 | |
| IHS_RD2018.05 | 74.55 | |
| RNCRF-OOpinion labels in training=No, Hand-crafted features=No2016.03 | 74.52 | |
| CRF2018.05 | 74.01 | |
| SemEval-22016.03 | 73.78 | |
| LSTMHand-crafted features=Yes2016.03 | 73.23 | |
| LSTMHand-crafted features=No2016.03 | 72.73 | |
| CRF-2Dependency information=Explicit2016.03 | 68.35 | |
| CRF-1Dependency information=None2016.03 | 66.21 |