Aspect Sentiment Classification on Restaurant (test)
84.95AccuracyBERT-PT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BERT-PT2019.04 | 84.95 | 76.96 | |
| BERT-DK2019.04 | 83.96 | 75.45 | |
| BERT-MRC2019.04 | 83.17 | 74.97 | |
| BERT2019.04 | 81.54 | 71.94 | |
| TNet-ATT(+AS)Attention Supervision (both)=true, Attention instead of CNN=true2019.06 | 81.53 | 72.9 | |
| MGAN2019.04 | 81.49 | 71.48 | |
| TNet-ATT(+ASa)Attention Supervision (correct)=true, Attention instead of CNN=true2019.06 | 81.33 | 72.67 | |
| TNet-ATT(+ASm)Attention Supervision (incorrect)=true, Attention instead of CNN=true2019.06 | 80.96 | 72.04 | |
| TNet (original)source=Li et al., 20182019.06 | 80.69 | 71.27 | |
| TNet(+KT)Keep Training=true2019.06 | 80.59 | 71.36 | |
| TNet-ATT(+KT)Keep Training=true, Attention instead of CNN=true2019.06 | 80.5 | 71.01 | |
| TNetsource=re-implementation2019.06 | 80.35 | 71.7 | |
| TNet-ATTAttention instead of CNN=true2019.06 | 80.32 | 71.15 | |
| MN(+AS)Attention Supervision (both)=true2019.06 | 78.75 | 69.15 | |
| MN(+ASa)Attention Supervision (correct)=true2019.06 | 78.23 | 68.59 | |
| MN(+ASm)Attention Supervision (incorrect)=true2019.06 | 78.13 | 68.4 | |
| MN(+KT)Keep Training=true2019.06 | 77.33 | 65.86 | |
| MNsource=re-implementation2019.06 | 77.32 | 65.88 | |
| MN (original)source=Wang et al., 20182019.06 | 75.3 | 64.34 |