Aspect extraction and sentiment classification on res 14
82.04F1 ScoreDual-MRC
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Dual-MRCBackbone=BERT-Large-Uncased2021.01 | 82.04 | — | — | — | — | |
| RACL-BERTBackbone=BERT2021.01 | 81.61 | — | — | — | — | |
| RACL+R2021.03 | 78.76 | 75.57 | 82.23 | — | — | |
| BMRC2021.03 | 76.39 | 77.74 | 75.1 | — | — | |
| Dual-MRCBackbone=BERT-Large-Uncased2021.01 | 75.95 | — | — | — | — | |
| IMN-BERTBackbone=BERT2021.01 | 75.67 | — | — | — | — | |
| RACL-BERTBackbone=BERT2021.01 | 75.42 | — | — | — | — | |
| Our-TGTraining setting=unified tag setting2019.11 | 74.19 | 74.41 | 73.97 | — | — | |
| Li-unified-RTraining setting=unified tag setting2019.11 | 73.79 | 73.15 | 74.44 | — | — | |
| Li-unified-R+2021.03 | 73.79 | 73.15 | 74.44 | — | — | |
| SPAN-BERTBackbone=BERT2021.01 | 73.68 | — | — | — | — | |
| Our-BLSTMOPTTraining setting=unified tag setting2019.11 | 72.04 | 70 | 74.2 | — | — | |
| Our (ASTE framework)Training setting=unified tag setting2019.11 | 71.95 | 76.6 | 67.84 | — | — | |
| TSF2021.03 | 71.95 | 76.6 | 67.84 | — | — | |
| Li-unifiedTraining setting=unified tag setting2019.11 | 71.75 | 74.43 | 69.26 | — | — | |
| SPAN-BERTBackbone=BERT2021.01 | 71.75 | — | — | — | — | |
| Our-TTraining setting=unified tag setting2019.11 | 70.79 | 69.42 | 72.2 | — | — | |
| IMN-BERTBackbone=BERT2021.01 | 70.72 | — | — | — | — | |
| BMRC2021.03 | 70.69 | 71.32 | 70.09 | — | — | |
| CMLATraining setting=unified tag setting2019.11 | 70.62 | 67.8 | 73.69 | — | — | |
| RACL+R2021.03 | 60.11 | 62.64 | 57.77 | — | — | |
| TSF2021.03 | 51.89 | 44.18 | 62.99 | — | — | |
| Li-unified-R+2021.03 | 51.68 | 41.44 | 68.79 | — | — | |
| RINANTETraining setting=unified tag setting2019.11 | 48.15 | 48.97 | 47.36 | — | — | |
| RINANTE+2021.03 | 48.15 | 48.97 | 47.36 | — | — | |
| RINANTE+2021.03 | 34.03 | 31.07 | 37.63 | — | — | |
| A-KVMN+BERTExternal Information=BERT, Syntax Graph, Initialization strategy=Random Initialization (Average)2021.08 | — | — | — | 85.89 | 78.29 | |
| AEN-BERTExternal Information=BERT, Initialization strategy=Random Initialization (Average)2021.08 | — | — | — | 83.12 | 73.76 | |
| ASGCNExternal Information=Syntax Graph, Initialization strategy=Random Initialization (Average)2021.08 | — | — | — | 80.77 | 72.02 | |
| BERT-SPCExternal Information=BERT, Initialization strategy=Random Initialization (Average)2021.08 | — | — | — | 84.94 | 78 | |
| BERT+T-GCNExternal Information=BERT, Syntax Graph, Initialization strategy=Random Initialization (Average)2021.08 | — | — | — | 85.95 | 79.4 | |
| BIGCNExternal Information=Syntax Graph, Initialization strategy=Random Initialization (Average)2021.08 | — | — | — | 81.97 | 73.48 | |
| DGEDT-BERTExternal Information=BERT, Syntax Graph, Initialization strategy=Random Initialization (Average)2021.08 | — | — | — | 86.3 | 80 | |
| IANExternal Information=None, Initialization strategy=Random Initialization (Average)2021.08 | — | — | — | 79.26 | 70.09 | |
| KaGRMN-DSGExternal Information=Aspect Knowledge, BERT, Syntax Graph, Initialization strategy=Random Initialization (Average)2021.08 | — | — | — | 87.35 | 81.21 | |
| PRET+MULTExternal Information=Extra Training Corpus, Initialization strategy=Random Initialization (Average)2021.08 | — | — | — | 79.11 | 69.73 | |
| R-GAT+BERTExternal Information=BERT, Syntax Graph, Initialization strategy=Random Initialization (Average)2021.08 | — | — | — | 86.1 | 80.04 | |
| TransCapExternal Information=Extra Training Corpus, Initialization strategy=Random Initialization (Average)2021.08 | — | — | — | 79.55 | 71.41 |