Aspect Sentiment Triplet Extraction on 14LAP (test)
64.9F1 ScoreASTE-Transformer
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ASTE-TransformerPre-training=Amazon Review Dataset2024.09 | 64.9 | 67.58 | 62.48 | |
| PCD-SpanProto2026.04 | 63.66 | 72.32 | 55.64 | |
| EPISA2024.09 | 63.56 | 66.98 | 60.55 | |
| ASTE-TransformerPre-training=None2024.09 | 62.83 | 65.56 | 60.36 | |
| S&T2026.04 | 62.74 | 70.26 | 56.86 | |
| SBC2024.09 | 62.71 | 63.64 | 61.8 | |
| SBN2022.04 | 62.65 | 65.68 | 59.88 | |
| MEGCN2026.04 | 62.51 | 68.83 | 57.26 | |
| ESSDB-GCN2026.04 | 62.38 | 71.76 | 55.13 | |
| MGEGCN2026.04 | 62.1 | 66.04 | 58.6 | |
| SimSTAR2024.09 | 62.07 | 66.46 | 58.23 | |
| SimSTAR2026.04 | 62.07 | 66.46 | 58.23 | |
| Pairing2024.09 | 61.68 | — | — | |
| STAGE-3D2024.09 | 61.58 | 71.98 | 53.86 | |
| STAGE2026.04 | 61.58 | 71.98 | 55.86 | |
| GAS2024.09 | 60.78 | — | — | |
| Span-ASTE2026.04 | 59.58 | 62.74 | 56.75 | |
| ASTE-RL2026.04 | 59.5 | 64.8 | 54.99 | |
| Span-ASTE2022.04 | 59.38 | 63.44 | 55.84 | |
| Span-ASTE2024.09 | 59.38 | 63.44 | 55.84 | |
| DRN2026.04 | 58.94 | 66.99 | 52.61 | |
| B-MRCreproduced=true2022.04 | 58.78 | 70.89 | 50.2 | |
| FTOP2024.09 | 58.58 | 57.84 | 59.33 | |
| EMC-GCN2026.04 | 57.9 | 59.61 | 56.3 | |
| BMRC2026.04 | 57.82 | 70.55 | 48.98 | |
| SE-TRDF2026.04 | 56.49 | 66.89 | 48.89 | |
| PBF2024.09 | 55.8 | 56.6 | 55.1 | |
| Dual-MRC2022.04 | 55.58 | 57.39 | 53.88 | |
| GTS-BERT2026.04 | 55.29 | 58.62 | 52.35 | |
| GTS-BERT2022.04 | 54.58 | 57.52 | 51.92 | |
| GTS2024.09 | 54.3 | 58.54 | 50.65 | |
| JET2024.09 | 51.04 | 55.39 | 47.33 | |
| JETO2022.04 | 50 | 58.47 | 43.67 | |
| JETt2022.04 | 46.65 | 51.48 | 42.65 | |
| PENG-two-stage2022.04 | 43.5 | 40.4 | 47.24 | |
| Peng-two-stage2026.04 | 42.87 | 37.38 | 50.38 | |
| Chat-GPTshot=5-shot2024.09 | 42.56 | — | — | |
| Chat-GPTshot=1-shot2024.09 | 35.49 | — | — | |
| Chat-GPTshot=0-shot2024.09 | 27.3 | — | — | |
| Flan-UL2shot=1-shot2024.09 | 5.19 | — | — |