Aspect-Opinion Pair Extraction on SemEval Cross-domain AOPE 2014, 2015, 2016 (test)
89.02Average ScorePFInstruct
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PFInstructprefix=NER2024.05 | 89.02 | — | — | — | — | — | — | 83.43 | 91.47 | 89.11 | 92.08 | |
| PFInstructprefix=RE2024.05 | 88.05 | — | — | — | — | — | — | 84.04 | 90.1 | 89.56 | 88.51 | |
| PFInstructprefix=Noise2024.05 | 87.58 | — | — | — | — | — | — | 81.06 | 91 | 87.56 | 90.7 | |
| BARTABSA2024.05 | 83.59 | — | — | — | — | — | — | 80.55 | 85.38 | 80.52 | 87.92 | |
| InstructABSA22024.05 | 80.71 | — | — | — | — | — | — | 77.16 | 81.08 | 81.34 | 83.27 | |
| Dual-MRC2024.05 | 80.37 | — | — | — | — | — | — | 79.9 | 83.73 | 74.5 | 83.33 | |
| BGCA (label-to-text)backbone=T5-base2023.05 | 62.37 | 60.82 | 55.22 | 54.48 | 68.04 | 65.31 | 70.34 | — | — | — | — | |
| BGCA (text-to-label)backbone=T5-base2023.05 | 59.19 | 58.54 | 54.06 | 51.99 | 64.61 | 58.74 | 67.19 | — | — | — | — | |
| GASmode=zero-shot, backbone=T5-base2023.05 | 59.09 | 57.58 | 53.23 | 52.17 | 64.6 | 60.26 | 66.69 | — | — | — | — | |
| SpanASTEmode=zero-shot, backbone=BERT2023.05 | 54.69 | 51.9 | 48.15 | 47.3 | 61.97 | 55.58 | 63.26 | — | — | — | — | |
| RoBMRCmode=zero-shot, backbone=BERT2023.05 | 50.29 | 52.36 | 46.44 | 43.61 | 54.7 | 48.68 | 55.97 | — | — | — | — | |
| SDRNmode=zero-shot, backbone=BERT2023.05 | 42.81 | 45.39 | 37.45 | 38.66 | 47.63 | 41.34 | 46.36 | — | — | — | — |