Aspect-based Sentiment Analysis on ARTS Restaurant
64.55ARSNADS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| NADS2024.03 | 64.55 | — | — | |
| DINERbackbone=RoBERTa2024.03 | 64.02 | 82.46 | 76.92 | |
| DINERbackbone=BERT2024.03 | 62.23 | 80.69 | 72.79 | |
| RoBERTastatus=retrained baseline, backbone=RoBERTa2024.03 | 59.96 | 79.26 | 70.47 | |
| BERT-PT2024.03 | 59.29 | — | — | |
| BERTstatus=retrained baseline, backbone=BERT2024.03 | 57.86 | 78.56 | 69.35 | |
| GraphMerge2024.03 | 57.46 | — | — | |
| CapsBERT2024.03 | 55.36 | — | — | |
| BERT (Xing et al.)2024.03 | 54.82 | — | — | |
| ChatGPT2024.03 | 45.01 | 79.21 | 61.33 | |
| TD-LSTM2024.03 | 30.18 | — | — | |
| GCN2024.03 | 24.73 | — | — | |
| MemNet2024.03 | 21.52 | — | — | |
| AttLSTM2024.03 | 14.64 | — | — | |
| GatedCNN2024.03 | 13.12 | — | — | |
| BERT-Sent2024.03 | 10.89 | — | — | |
| PT-SENTA2024.03 | — | 80.91 | — | |
| RoBERTa (Ma et al.)backbone=RoBERTa2024.03 | — | 79.08 | 72.79 | |
| SENTA2024.03 | — | 77.3 | — |