Aspect Sentiment Triplet Extraction on 14Lap ASTE-DATA-V2 (test)
70.6PrecisionBMRC
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BMRC2023.10 | 70.6 | 49 | 57.8 | |
| Span-BiDir2023.10 | 65.7 | 59.9 | 62.7 | |
| SBSK-ASTE2023.10 | 65.6 | 56.5 | 60.7 | |
| CONTRASTE-MTL2023.10 | 64.2 | 61.7 | 62.9 | |
| CONTRASTE-Base2023.10 | 63.9 | 59.1 | 61.4 | |
| ASTE-Base2023.10 | 63.5 | 58.4 | 60.8 | |
| Span-ASTE2023.10 | 63.4 | 55.8 | 59.4 | |
| PARAPHRASE2023.10 | 63.4 | 57.8 | 60.4 | |
| EMC-GCN2023.10 | 61.7 | 56.3 | 58.8 | |
| Unified-BART-ABSA2023.10 | 61.4 | 56.2 | 58.7 | |
| GTSEncoder=BERT2021.02 | 58.54 | 50.65 | 54.3 | |
| GTS-BILSTMEncoder=GloVe2021.02 | 58.02 | 40.11 | 47.43 | |
| Two-stage Correlation Enhanced Network2021.02 | 57.84 | 59.33 | 58.58 | |
| GAS2023.10 | 57.1 | 54 | 55.5 | |
| GTS-BERT2023.10 | 56.1 | 53 | 54.5 | |
| JET-BERT2023.10 | 55.4 | 47.3 | 51 | |
| JET^oEncoder=BERT2021.02 | 55.39 | 47.33 | 51.04 | |
| PASTE2023.10 | 55 | 51.6 | 53.2 | |
| OTE-MTLEncoder=GloVe2021.02 | 54.26 | 41.07 | 46.75 | |
| JET^tEncoder=BERT2021.02 | 53.53 | 43.28 | 47.86 | |
| JET^oEncoder=GloVe2021.02 | 53.03 | 33.89 | 41.35 | |
| JET^tEncoder=GloVe2021.02 | 52 | 35.91 | 42.48 | |
| OTE-MTL2023.10 | 49.2 | 40.5 | 45.1 | |
| Li-unified-R2023.10 | 40.6 | 44.3 | 42.3 | |
| Li-unified-REncoder=GloVe2021.02 | 40.56 | 44.28 | 42.34 | |
| Peng-two-stage2023.10 | 37.4 | 50.4 | 42.9 | |
| Peng et al. (2020)Encoder=GloVe2021.02 | 37.38 | 50.38 | 42.87 | |
| ChatGPT2023.10 | 35.1 | 48.9 | 40.9 | |
| CMLA+2023.10 | 30.1 | 36.9 | 33.2 | |
| CMLA+Encoder=GloVe2021.02 | 30.09 | 36.92 | 33.16 | |
| RINANTE+Encoder=GloVe2021.02 | 21.71 | 18.66 | 20.07 | |
| RINANTE+2023.10 | 21.7 | 18.7 | 20.1 |