Aspect-based Sentiment Classification on Lap14
86.31AccuracyLSAT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LSAT2023.02 | 86.31 | — | |
| ABSA-DeBERTa2023.02 | 82.76 | — | |
| KaGRMN-DSGExternal Information=Aspect Knowledge, BERT, Syntax Graph, Initialization strategy=Random Initialization (Average)2021.08 | 81.87 | 78.43 | |
| InstructABSAvariant=22023.02 | 81.56 | — | |
| HGCN+BERTBackbone=BERT, Evaluation Protocol=Best performance2022.04 | 81.49 | — | |
| InstructABSAvariant=12023.02 | 80.62 | — | |
| BERT+T-GCNExternal Information=BERT, Syntax Graph, Initialization strategy=Random Initialization (Average)2021.08 | 80.56 | 76.95 | |
| AEN-BERTExternal Information=BERT, Initialization strategy=Random Initialization (Average)2021.08 | 79.93 | 76.31 | |
| DGEDT-BERTExternal Information=BERT, Syntax Graph, Initialization strategy=Random Initialization (Average)2021.08 | 79.8 | 75.6 | |
| HGCN+BERTBackbone=BERT, Evaluation Protocol=Average performance2022.04 | 79.59 | — | |
| DualGCN+BERTBackbone=BERT2022.04 | 79.51 | — | |
| R-GAT+BERTExternal Information=BERT, Syntax Graph, Initialization strategy=Random Initialization (Average)2021.08 | 79.31 | 75.4 | |
| A-KVMN+BERTExternal Information=BERT, Syntax Graph, Initialization strategy=Random Initialization (Average)2021.08 | 79.2 | 75.76 | |
| RGAT+BERTBackbone=BERT2022.04 | 79.1 | — | |
| DGEDT+BERTBackbone=BERT2022.04 | 78.88 | — | |
| HGCNBackbone=GloVe + BiLSTM, Evaluation Protocol=Best performance2022.04 | 78.64 | — | |
| BERT-SPCExternal Information=BERT, Initialization strategy=Random Initialization (Average)2021.08 | 78.47 | 73.67 | |
| BERT+FinetuneBackbone=BERT2022.04 | 77.45 | — | |
| HGCNBackbone=GloVe + BiLSTM, Evaluation Protocol=Average performance2022.04 | 76.82 | — | |
| DualGCNBackbone=GloVe + BiLSTM2022.04 | 76.66 | — | |
| Dual-MRC2023.02 | 75.97 | — | |
| ASGCNExternal Information=Syntax Graph, Initialization strategy=Random Initialization (Average)2021.08 | 75.55 | 71.05 | |
| InterGCNBackbone=GloVe + BiLSTM2022.04 | 75.06 | — | |
| BiGCNBackbone=GloVe + BiLSTM2022.04 | 74.96 | — | |
| CDTBackbone=GloVe + BiLSTM2022.04 | 74.65 | — | |
| ASGCNBackbone=GloVe + BiLSTM2022.04 | 74.61 | — | |
| BIGCNExternal Information=Syntax Graph, Initialization strategy=Random Initialization (Average)2021.08 | 74.59 | 71.84 | |
| MCRF-SABackbone=GloVe + BiLSTM2022.04 | 74.11 | — | |
| RGATBackbone=GloVe + BiLSTM2022.04 | 73.72 | — | |
| TransCapExternal Information=Extra Training Corpus, Initialization strategy=Random Initialization (Average)2021.08 | 73.51 | 69.81 | |
| DGEDTBackbone=GloVe + BiLSTM2022.04 | 73.04 | — | |
| AOABackbone=GloVe + BiLSTM2022.04 | 72.62 | — | |
| IANExternal Information=None, Initialization strategy=Random Initialization (Average)2021.08 | 72.05 | 67.38 | |
| MGANBackbone=GloVe + BiLSTM2022.04 | 71.81 | — | |
| PRET+MULTExternal Information=Extra Training Corpus, Initialization strategy=Random Initialization (Average)2021.08 | 71.15 | 67.46 | |
| SA-LSTMBackbone=GloVe + BiLSTM2022.04 | 70.67 | — | |
| ATAE-LSTMBackbone=GloVe + BiLSTM2022.04 | 70.09 | — |