Aspect-based Sentiment Classification on 15Rest SemEval-2015 (test)
0.9079AccuracyABSA-R1
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ABSA-R12026.04 | 0.9079 | 0.7673 | — | |
| w/o SARAblation=without sentiment-aligned reward2026.04 | 0.8995 | 0.7534 | — | |
| InstructSFT2026.04 | 0.8978 | 0.7366 | — | |
| CKG-BERTBackbone=BERT2026.04 | 0.8892 | 0.7642 | — | |
| KaGRMN-DSGExternal Information=Aspect Knowledge, BERT, Syntax Graph, Protocol=Best Results2021.08 | 0.8708 | — | 0.7534 | |
| w/o PRSAblation=without performance-driven rejection sampling2026.04 | 0.866 | 0.6231 | — | |
| KGAN2026.04 | 0.8621 | 0.742 | — | |
| BERT+T-GCNExternal Information=BERT, Syntax Graph, Protocol=Best Results2021.08 | 0.8526 | — | 0.7169 | |
| InstructABSA22026.04 | 0.845 | — | — | |
| A-KVMN+BERTExternal Information=BERT, Syntax Graph, Protocol=Best Results2021.08 | 0.8414 | — | 0.6849 | |
| R-GAT+BERT*External Information=BERT, Syntax Graph, Protocol=Best Results2021.08 | 0.8413 | — | 0.7112 | |
| BERT-SPC*External Information=BERT, Protocol=Best Results2021.08 | 0.8376 | — | 0.6833 | |
| ASHGAT-BERTBackbone=BERT2026.04 | 0.8357 | 0.7115 | — | |
| MGGCN-BERTBackbone=BERT2026.04 | 0.829 | 0.6927 | — | |
| HDGCNInitialized embeddings=GloVe2021.06 | 0.8118 | 0.674 | — | |
| HDGCNInitialized embeddings=BERT-base2021.06 | 0.8118 | 0.6221 | — | |
| MCRF-SA2020.10 | 0.8082 | 0.6159 | — | |
| RMN-P2026.04 | 0.8069 | 0.6441 | — | |
| ASGCN-DGInitialized embeddings=GloVe2021.06 | 0.7989 | 0.6189 | — | |
| CPA-SA2026.04 | 0.7961 | 0.6015 | — | |
| ASGCNSource=Zhang et al. (2019)2020.10 | 0.7934 | 0.6078 | — | |
| ASGCN-DTInitialized embeddings=GloVe2021.06 | 0.7934 | 0.6078 | — | |
| ASGCNSource=Reproduced by authors, Runs=Average of 32020.10 | 0.7874 | 0.5767 | — | |
| IANSource=Zhang et al. (2019)2020.10 | 0.7854 | 0.5265 | — | |
| ASCNNSource=Zhang et al. (2019)2020.10 | 0.7848 | 0.589 | — | |
| TNet-LFSource=Zhang et al. (2019)2020.10 | 0.7847 | 0.5947 | — | |
| TNet-LFInitialized embeddings=GloVe2021.06 | 0.7847 | 0.5947 | — | |
| ASCNNInitialized embeddings=GloVe2021.06 | 0.7847 | 0.589 | — | |
| AOAInitialized embeddings=GloVe2021.06 | 0.7817 | 0.5702 | — | |
| MemNetSource=Zhang et al. (2019)2020.10 | 0.7731 | 0.5828 | — | |
| IAN2026.04 | 0.7654 | 0.5562 | — | |
| PGCNN2026.04 | 0.7501 | 0.5183 | — |