Aspect-based Sentiment Analysis on Lap SemEval-2014 (test)
83.86Accuracyw/o SAR
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| w/o SARAblation=without sentiment-aligned reward2026.04 | 83.86 | 81.01 | |
| CKG-BERTBackbone=BERT2026.04 | 83.41 | 79.41 | |
| ABSA-R12026.04 | 83.07 | 79.36 | |
| KGAN2026.04 | 82.66 | 78.98 | |
| InstructSFT2026.04 | 82.29 | 77.45 | |
| KaGRMN-DSGExternal Information=Aspect Knowledge, BERT, Syntax Graph, Protocol=Best Results2021.08 | 82.13 | 79.42 | |
| InstructABSA22026.04 | 81.56 | — | |
| BERT+T-GCNExternal Information=BERT, Syntax Graph, Protocol=Best Results2021.08 | 80.88 | 77.03 | |
| SAGATExternal Information=BERT, Syntax Graph, Protocol=Best Results2021.08 | 80.37 | 76.94 | |
| w/o PRSAblation=without performance-driven rejection sampling2026.04 | 80.09 | 66.34 | |
| ASHGAT-BERTBackbone=BERT2026.04 | 79.98 | 76.58 | |
| A-KVMN+BERTExternal Information=BERT, Syntax Graph, Protocol=Best Results2021.08 | 79.78 | 76.14 | |
| MGGCN-BERTBackbone=BERT2026.04 | 79.57 | 76.3 | |
| KGCapsAN-BERTExternal Information=BERT, Syntax Graph, Protocol=Best Results2021.08 | 79.47 | 76.61 | |
| R-GAT+BERT*External Information=BERT, Syntax Graph, Protocol=Best Results2021.08 | 79.46 | 75.75 | |
| BERT-SPC*External Information=BERT, Protocol=Best Results2021.08 | 78.84 | 73.95 | |
| CPA-SA2026.04 | 75.18 | 71.5 | |
| RMN-P2026.04 | 74.5 | 69.79 | |
| IAN2026.04 | 71.36 | 68.85 | |
| PGCNN2026.04 | 69.72 | 67.13 |