Aspect Sentiment Triplet Extraction on 15Rest ASTE-DATA-V2 (test)
69.9PrecisionSpan-BiDir
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Span-BiDir2023.10 | 69.9 | 60.4 | 64.8 | |
| BMRC2023.10 | 68.5 | 53.4 | 60.1 | |
| JET^tEncoder=BERT2021.02 | 68.2 | 42.89 | 52.66 | |
| SBSK-ASTE2023.10 | 65.3 | 63.7 | 64.5 | |
| CONTRASTE-MTL2023.10 | 65.3 | 66.7 | 66.1 | |
| GTS-BILSTMEncoder=GloVe2021.02 | 64.57 | 44.33 | 52.57 | |
| JET-BERT2023.10 | 64.5 | 52 | 57.5 | |
| JET^oEncoder=BERT2021.02 | 64.45 | 51.96 | 57.53 | |
| JET^oEncoder=GloVe2021.02 | 64.37 | 44.33 | 52.5 | |
| GTS-BERT2023.10 | 62.7 | 55.5 | 58.9 | |
| CONTRASTE-Base2023.10 | 62.6 | 67.2 | 64.8 | |
| Span-ASTE2023.10 | 62.2 | 64.5 | 63.3 | |
| ASTE-Base2023.10 | 61.6 | 65.4 | 63.4 | |
| EMC-GCN2023.10 | 61.5 | 62.5 | 61.9 | |
| OTE-MTLEncoder=GloVe2021.02 | 60.88 | 42.68 | 50.18 | |
| GTSEncoder=BERT2021.02 | 60.69 | 60.54 | 60.61 | |
| PARAPHRASE2023.10 | 60.4 | 63.9 | 62.1 | |
| JET^tEncoder=GloVe2021.02 | 59.77 | 42.27 | 49.52 | |
| Unified-BART-ABSA2023.10 | 59.1 | 59.4 | 59.3 | |
| PASTE2023.10 | 58.3 | 56.7 | 57.5 | |
| OTE-MTL2023.10 | 57.9 | 42.7 | 48.9 | |
| GAS2023.10 | 56.1 | 61.8 | 58.8 | |
| Two-stage Correlation Enhanced Network2021.02 | 54.53 | 63.3 | 58.59 | |
| Peng-two-stage2023.10 | 48.1 | 57.5 | 52.3 | |
| Peng et al. (2020)Encoder=GloVe2021.02 | 48.07 | 57.51 | 52.32 | |
| Li-unified-REncoder=GloVe2021.02 | 44.72 | 51.39 | 47.82 | |
| Li-unified-R2023.10 | 44.7 | 51.4 | 47.8 | |
| ChatGPT2023.10 | 41.9 | 60.6 | 49.5 | |
| CMLA+2023.10 | 34.6 | 39.8 | 37 | |
| CMLA+Encoder=GloVe2021.02 | 34.56 | 39.84 | 37.01 | |
| RINANTE+2023.10 | 29.9 | 30.1 | 30 | |
| RINANTE+Encoder=GloVe2021.02 | 29.88 | 30.06 | 29.97 |