Aspect Sentiment Triplet Extraction on Rest SemEval 2014 (test)
76.3F1 ScoreMVP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MVPmulti-tasking=true2023.05 | 76.3 | — | — | — | |
| Seq2Path2023.05 | 75.52 | — | — | — | |
| Seq2Path2023.02 | 75.52 | — | — | — | |
| MVP2023.05 | 74.05 | — | — | — | |
| LEGO-ABSA2023.05 | 73.7 | — | — | — | |
| UIE2023.05 | 72.55 | — | — | — | |
| DLO2023.05 | 72.39 | — | — | — | |
| Paraphrase2023.05 | 72.03 | — | — | — | |
| Span-ASTEEncoder=BERT2021.07 | 71.85 | 72.89 | 70.89 | — | |
| InstructABSA2variant=22023.02 | 71.17 | — | — | — | |
| BMRC2023.02 | 70.69 | — | — | — | |
| GAS2023.05 | 70.52 | — | — | — | |
| InstructABSA1variant=12023.02 | 70.5 | — | — | — | |
| PBF2021.03 | 69.2 | 69.3 | 69 | — | |
| PBF -w/o Pablation=without Aspect-Opinion Pair Sentiment Classification model2021.03 | 69.1 | 68.6 | 69.7 | — | |
| PBF -w/o Aablation=without Aspect Term Extraction model2021.03 | 68.3 | 67.3 | 69.3 | — | |
| PBF-M1variant=M12021.03 | 68.1 | 66.6 | 69.7 | — | |
| PBF-M3variant=M32021.03 | 68 | 66.8 | 69.2 | — | |
| GTSEncoder=BERT2021.07 | 67.5 | 67.76 | 67.29 | — | |
| GTS-BERTbackbone=BERT2021.03 | 67.3 | 67.5 | 67.2 | — | |
| Span-ASTEEncoder=BiLSTM2021.07 | 67.08 | 72.52 | 62.43 | — | |
| PBF-M2variant=M22021.03 | 63.3 | 63 | 63.6 | — | |
| JETEncoder=BERT2021.07 | 62.4 | 70.56 | 55.94 | — | |
| Jet-BERT2023.05 | 62.4 | — | — | — | |
| GTS-CNNbackbone=CNN2021.03 | 62.2 | 66.4 | 58.5 | — | |
| GTSEncoder=BiLSTM2021.07 | 61.73 | 66.13 | 57.91 | — | |
| GTS-BiLSTMbackbone=BiLSTM2021.03 | 61.5 | 71.1 | 54.5 | — | |
| Zhang et al.Encoder=BiLSTM2021.07 | 59.71 | 62.7 | 57.1 | — | |
| JET-bert-obackbone=BERT, mode=opinion-oriented2021.03 | 59.7 | 66 | 54.5 | — | |
| JETEncoder=BiLSTM2021.07 | 58.14 | 61.5 | 55.13 | — | |
| JET-bert-tbackbone=BERT, mode=target-oriented2021.03 | 57.6 | 65.1 | 51.7 | — | |
| JETomode=opinion-oriented2021.03 | 57.5 | 61.5 | 53.9 | — | |
| OTE-MTL2021.03 | 57.3 | 63.8 | 52.1 | — | |
| JETtmode=target-oriented2021.03 | 55.8 | 66 | 48.4 | — | |
| Peng et al.Encoder=BiLSTM2021.07 | 51.46 | 43.24 | 63.66 | — | |
| Li-unified-REncoder=BiLSTM2021.07 | 51 | 41.04 | 67.35 | — | |
| PBF -w/o APablation=without ATE and AOPSC models2021.03 | 47.4 | 44.4 | 51.9 | — | |
| IT-MTL2023.02 | 43.84 | — | — | — | |
| CMLA+Encoder=BiLSTM2021.07 | 42.79 | 39.18 | 47.13 | — | |
| RINANTE+Encoder=BiLSTM2021.07 | 34.95 | 31.42 | 39.38 | — | |
| SSI + SEL (T5-v1.1-base)PLM=T5-v1.1-base2022.03 | — | — | — | 71.27 | |
| SSI + SEL (UIE-base)PLM=UIE-base2022.03 | — | — | — | 72.55 | |
| Xu et al.PLM=BERT-base2022.03 | — | — | — | 62.4 | |
| Xu et al.PLM=BERT-base2022.03 | — | — | — | 71.85 | |
| Yan et al.PLM=BART-base2022.03 | — | — | — | 65.25 | |
| Zhang et al.PLM=T5-base2022.03 | — | — | — | 72.16 |