Aspect extraction and sentiment classification on 15res
69.51F1 ScoreRACL+R
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| RACL+R2021.03 | 69.51 | 68.35 | 70.72 | |
| BMRC2021.03 | 67.16 | 72.41 | 62.63 | |
| RACL-BERTBackbone=BERT2021.01 | 66.05 | — | — | |
| Our (ASTE framework)Training setting=unified tag setting2019.11 | 65.79 | 67.65 | 64.02 | |
| TSF2021.03 | 65.79 | 67.65 | 64.02 | |
| Dual-MRCBackbone=BERT-Large-Uncased2021.01 | 65.08 | — | — | |
| Li-unified-RTraining setting=unified tag setting2019.11 | 64.95 | 64.95 | 64.95 | |
| Li-unified-R+2021.03 | 64.95 | 64.95 | 64.95 | |
| Li-unifiedTraining setting=unified tag setting2019.11 | 64.52 | 61.39 | 67.99 | |
| Our-BLSTMOPTTraining setting=unified tag setting2019.11 | 64.29 | 63.41 | 65.19 | |
| Our-TTraining setting=unified tag setting2019.11 | 64.25 | 62.28 | 66.35 | |
| SPAN-BERTBackbone=BERT2021.01 | 62.29 | — | — | |
| Our-TGTraining setting=unified tag setting2019.11 | 60.57 | 59.28 | 61.92 | |
| IMN-BERTBackbone=BERT2021.01 | 60.22 | — | — | |
| CMLATraining setting=unified tag setting2019.11 | 53.6 | 49.9 | 58 | |
| ASTEstage two module=enabled2019.11 | 46.79 | 40.97 | 54.68 | |
| Li-unified-Raugmented with stage two module=true2019.11 | 46.69 | 43.34 | 50.73 | |
| RINANTETraining setting=unified tag setting2019.11 | 41.3 | 46.2 | 37.4 | |
| RINANTE+2021.03 | 41.3 | 46.2 | 37.4 | |
| CMLAaugmented with stage two module=true2019.11 | 35.9 | 34.4 | 37.6 | |
| RINANTEaugmented with stage two module=true2019.11 | 28 | 29.4 | 26.9 |