Aspect Sentiment Triplet Extraction on 14Rest ASTE-DATA-V2 (test)
76.4PrecisionSpan-BiDir
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Span-BiDirBackbone=BERT2023.10 | 76.4 | 72.4 | 74.3 | |
| BMRCBackbone=BERT2023.10 | 75.6 | 61.8 | 68 | |
| SBSK-ASTEBackbone=BERT2023.10 | 74.6 | 71.5 | 73 | |
| CONTRASTE-MTLBackbone=T5-base, Learning=Multi-task, SCL-based pre-training2023.10 | 73.6 | 74.4 | 74 | |
| Span-ASTEBackbone=BERT2023.10 | 72.9 | 70.9 | 71.9 | |
| CONTRASTE-BaseBackbone=T5-base, Learning=SCL-based pre-training2023.10 | 72.4 | 73.2 | 72.8 | |
| ASTE-BaseBackbone=T5-base, Learning=Non-multi-task, non-pre-trained2023.10 | 71.8 | 72.1 | 72 | |
| GTS-BILSTMEncoder=GloVe2021.02 | 71.41 | 53 | 60.84 | |
| EMC-GCNBackbone=BERT2023.10 | 71.2 | 72.4 | 71.8 | |
| PARAPHRASEBackbone=T52023.10 | 71.1 | 71.9 | 71.5 | |
| JET-BERTBackbone=BERT2023.10 | 70.6 | 55.9 | 62.4 | |
| JET^oEncoder=BERT2021.02 | 70.56 | 55.94 | 62.4 | |
| GTS-BERTBackbone=BERT2023.10 | 68 | 67.6 | 67.8 | |
| GTSEncoder=BERT2021.02 | 67.25 | 69.22 | 68.22 | |
| JET^tEncoder=GloVe2021.02 | 66.76 | 49.09 | 56.58 | |
| Unified-BART-ABSABackbone=BART2023.10 | 65.5 | 65 | 65.3 | |
| GASBackbone=T52023.10 | 65 | 69.5 | 67.2 | |
| PASTEBackbone=BERT2023.10 | 64.8 | 63.8 | 64.3 | |
| Two-stage Correlation Enhanced Network2021.02 | 63.59 | 73.44 | 68.16 | |
| JET^tEncoder=BERT2021.02 | 63.44 | 54.12 | 58.41 | |
| OTE-MTLEncoder=GloVe2021.02 | 63.07 | 58.25 | 60.56 | |
| OTE-MTLBackbone=BERT2023.10 | 63 | 55.1 | 58.7 | |
| JET^oEncoder=GloVe2021.02 | 61.5 | 55.13 | 58.14 | |
| ChatGPTProtocol=100-shot In Context Learning2023.10 | 51.3 | 62.9 | 56.5 | |
| Peng et al. (2020)Encoder=GloVe2021.02 | 43.24 | 63.66 | 51.46 | |
| Peng-two-stageRetrieved from=Xu et al. (2020)2023.10 | 43.2 | 63.7 | 51.5 | |
| Li-unified-REncoder=GloVe2021.02 | 41.04 | 67.35 | 51 | |
| Li-unified-RRetrieved from=Xu et al. (2020)2023.10 | 41 | 67.4 | 51 | |
| CMLA+Retrieved from=Xu et al. (2020)2023.10 | 39.2 | 47.1 | 42.8 | |
| CMLA+Encoder=GloVe2021.02 | 39.18 | 47.13 | 42.79 | |
| RINANTE+Encoder=GloVe2021.02 | 31.42 | 39.38 | 34.95 | |
| RINANTE+Retrieved from=Xu et al. (2020)2023.10 | 31.4 | 39.4 | 35 |