Aspect-based Sentiment Classification on Res15
86.59AccuracyKaGRMN-DSG
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| KaGRMN-DSGExternal Information=Aspect Knowledge, BERT, Syntax Graph, Initialization strategy=Random Initialization (Average)2021.08 | 86.59 | 74.46 | |
| BERT+T-GCNExternal Information=BERT, Syntax Graph, Initialization strategy=Random Initialization (Average)2021.08 | 84.81 | 71.09 | |
| DGEDT-BERTExternal Information=BERT, Syntax Graph, Initialization strategy=Random Initialization (Average)2021.08 | 84 | 71 | |
| R-GAT+BERTExternal Information=BERT, Syntax Graph, Initialization strategy=Random Initialization (Average)2021.08 | 83.95 | 69.47 | |
| A-KVMN+BERTExternal Information=BERT, Syntax Graph, Initialization strategy=Random Initialization (Average)2021.08 | 83.89 | 67.88 | |
| BERT-SPCExternal Information=BERT, Initialization strategy=Random Initialization (Average)2021.08 | 83.4 | 65 | |
| PRET+MULTExternal Information=Extra Training Corpus, Initialization strategy=Random Initialization (Average)2021.08 | 81.3 | 68.74 | |
| BIGCNExternal Information=Syntax Graph, Initialization strategy=Random Initialization (Average)2021.08 | 81.16 | 64.79 | |
| ASGCNExternal Information=Syntax Graph, Initialization strategy=Random Initialization (Average)2021.08 | 79.89 | 61.89 | |
| IANExternal Information=None, Initialization strategy=Random Initialization (Average)2021.08 | 78.54 | 52.65 |