Aspect Sentiment Quad Prediction on Rest16 (test)
60.39F1 ScoreMVP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MVP2023.05 | 60.39 | — | — | |
| ACOS-Contra2023.10 | 59.8 | — | — | |
| DLO2023.05 | 59.79 | — | — | |
| MVPmulti-tasking=true2023.05 | 58.94 | — | — | |
| ACOS-Base2023.10 | 58.3 | — | — | |
| PARAPHRASEtype=Ours2021.10 | 57.93 | 56.63 | 59.3 | |
| Paraphrase2023.05 | 57.93 | — | — | |
| PARAPHRASE2023.10 | 57.8 | — | — | |
| PARAPHRASEtype=Ours, sentiment polarity semantics=false2021.10 | 57.67 | 56.56 | 58.82 | |
| LEGO-ABSA2023.05 | 57.6 | — | — | |
| PARAPHRASEtype=Ours, aspect category semantics=false2021.10 | 57.31 | 56.27 | 58.38 | |
| PARAPHRASEtype=Ours, polarity & category semantics=false2021.10 | 56.77 | 56.04 | 57.53 | |
| GAStype=Unified2021.10 | 56.04 | 54.54 | 57.62 | |
| GAS2023.05 | 56.04 | — | — | |
| TASO-BERT-Lineartype=Unified2021.10 | 44.77 | 49.73 | 40.7 | |
| Extract-Classify2023.05 | 43.77 | — | — | |
| TASO-BERT-CRFtype=Unified2021.10 | 43.71 | 48.65 | 39.68 | |
| TAS-BERT2023.05 | 43.71 | — | — | |
| ChatGPT2023.10 | 38.6 | — | — | |
| HGCN-BERT + BERT-TFMtype=Pipeline2021.10 | 26.9 | 27.4 | 26.41 | |
| HGCN-BERT + BERT-Lineartype=Pipeline2021.10 | 24.68 | 25.36 | 24.03 |