Aspect-Sentiment Triplet Extraction on 16res (test)
76.19F1 ScoreASTE-Transformer
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ASTE-TransformerPre-training=Amazon Fine Food Reviews2024.09 | 76.19 | 76.27 | 76.12 | |
| ASTE-TransformerPre-training=None2024.09 | 74.61 | 74.96 | 74.27 | |
| PCD-SpanProto2026.04 | 74.13 | 77.81 | 75.32 | |
| MGEGCN2026.04 | 74 | 72.74 | 75.29 | |
| S&T2026.04 | 73.47 | 76.72 | 70.5 | |
| SBC2024.09 | 73.25 | 75.2 | 71.4 | |
| STAGE-3D2024.09 | 73.24 | 76.67 | 70.12 | |
| STAGE2026.04 | 73.24 | 76.67 | 70.12 | |
| SimSTAR2024.09 | 73.06 | 72.02 | 74.12 | |
| SimSTAR2026.04 | 73.06 | 72.02 | 74.12 | |
| MEGCN2026.04 | 72.81 | 73.18 | 72.49 | |
| EPISA2024.09 | 71.77 | 71.12 | 72.45 | |
| Pairing2024.09 | 71.38 | — | — | |
| ESSDB-GCN2026.04 | 70.63 | 74.43 | 67.21 | |
| Span-ASTE2026.04 | 70.29 | 69.31 | 71.32 | |
| Span-ASTE2024.09 | 70.26 | 69.45 | 71.17 | |
| GAS2024.09 | 70.1 | — | — | |
| SE-TRDF2026.04 | 68.65 | 73.02 | 64.78 | |
| DRN2026.04 | 68.57 | 73.3 | 64.42 | |
| ASTE-RL2026.04 | 68.41 | 67.21 | 69.69 | |
| EMC-GCN2026.04 | 67.69 | 63.43 | 72.63 | |
| FTOP2024.09 | 67.52 | 63.57 | 71.98 | |
| GTS-BERT2026.04 | 67.44 | 66.16 | 68.81 | |
| GTS2024.09 | 67.06 | 67.39 | 66.73 | |
| PBF2024.09 | 66.5 | 61.2 | 72.7 | |
| BMRC2026.04 | 65.75 | 71.2 | 61.08 | |
| JET2024.09 | 63.83 | 70.42 | 58.37 | |
| Chat-GPTshot=5-shot2024.09 | 51.3 | — | — | |
| Peng-two-stage2026.04 | 50.41 | 46.96 | 54.21 | |
| Chat-GPTshot=1-shot2024.09 | 50.09 | — | — | |
| Chat-GPTshot=0-shot2024.09 | 42.18 | — | — | |
| Flan-UL2shot=1-shot2024.09 | 11.81 | — | — |