Aspect-based Sentiment Analysis on Laptop dataset
86.08AccuracyGHI
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GHIEncoder=DeBERTa2026.05 | 86.08 | 83.74 | |
| SARLEncoder=RoBERTa2026.05 | 85.42 | 82.97 | |
| AGCLEncoder=DeBERTa-Large2026.05 | 84.54 | 82.15 | |
| PWCNEncoder=RoBERTa2026.05 | 84.01 | 81.08 | |
| PConvEncoder=RoBERTa2026.05 | 83.54 | 80.89 | |
| DAGFEncoder=RoBERTa2026.05 | 83.07 | 80.38 | |
| RCLEncoder=DeBERTa2026.05 | 82.76 | 80.28 | |
| DAGCNEncoder=BERT2026.05 | 82.59 | 79.4 | |
| S2GSLEncoder=BERT2026.05 | 82.46 | 79.07 | |
| MLFMEncoder=BERT2026.05 | 82.12 | 79.06 | |
| KumaGCNEncoder=BERT2026.05 | 81.98 | 78.81 | |
| APARNEncoder=BERT2026.05 | 81.96 | 79.1 | |
| DualGCNEncoder=BERT2026.05 | 81.8 | 78.1 | |
| SDGCN-BERTWord Embedding=BERT2019.06 | 81.35 | 78.34 | |
| SDGCN-BERT2019.12 | 81.35 | 78.34 | |
| TextGTEncoder=BERT2026.05 | 81.33 | 78.71 | |
| dotGCNEncoder=BERT2026.05 | 81.03 | 78.1 | |
| SSEGCNEncoder=BERT2026.05 | 81.01 | 77.96 | |
| LCF-ATEPC-Fusionmechanism=Fusion2019.12 | 80.97 | 77.86 | |
| TGCNEncoder=BERT2026.05 | 80.88 | 77.03 | |
| LCF-ATEPC-CDMmechanism=CDM2019.12 | 80.03 | 76.6 | |
| LCF-ATEPC-CDWmechanism=CDW2019.12 | 80.03 | 77.17 | |
| AEN-BERTWord Embedding=BERT2019.06 | 79.93 | 76.31 | |
| AEN-BERT2019.12 | 79.93 | 76.31 | |
| DGEDTEncoder=BERT2026.05 | 79.8 | 75.6 | |
| MWGCNEncoder=BERT2026.05 | 79.78 | 76.68 | |
| BERT-SPCinput_format=SPC2019.12 | 79.56 | 75.55 | |
| BERT-BASE2019.12 | 79.4 | 75.24 | |
| SK-GCNEncoder=BERT2026.05 | 79 | 75.57 | |
| R-GATEncoder=BERT2026.05 | 78.21 | 74.07 | |
| BERT-PT2019.12 | 78.07 | 75.08 | |
| SDGCN-GWord Embedding=GloVe2019.06 | 75.55 | 71.35 | |
| SDGCN-AWord Embedding=GloVe2019.06 | 75.39 | 70.04 | |
| RANWord Embedding=GloVe2019.06 | 74.49 | 71.35 | |
| PBANWord Embedding=GloVe2019.06 | 74.12 | — | |
| SDGCN-G w/o pWord Embedding=GloVe2019.06 | 73.67 | 68.7 | |
| AENWord Embedding=GloVe2019.06 | 73.51 | 69.04 | |
| SDGCN-A w/o pWord Embedding=GloVe2019.06 | 73.2 | 68.54 | |
| TSNWord Embedding=GloVe2019.06 | 73.1 | — | |
| IANWord Embedding=GloVe2019.06 | 72.1 | — | |
| MenNetWord Embedding=GloVe2019.06 | 70.33 | 64.09 | |
| ATAE-LSTMWord Embedding=GloVe2019.06 | 68.7 | — | |
| TD-LSTMWord Embedding=GloVe2019.06 | 68.13 | — |