Aspect-Based Sentiment Analysis (ABSA) on ACOS Rest
61.54F1 ScoreMvP
Evaluation results
| Method | Links | |
|---|---|---|
| MvPBackbone=T5-base, Average Inference Time (s)=2161.812024.06 | 61.54 | |
| MVPData=full-data2023.05 | 61.54 | |
| ParaphraseBackbone=T5-base, Average Inference Time (s)=40.632024.06 | 61.16 | |
| One-ASQP (large)2024.06 | 60.69 | |
| ACOS-Contra2023.10 | 60.5 | |
| DLOBackbone=T5-base, Average Inference Time (s)=260.742024.06 | 59.99 | |
| ACOS-Base2023.10 | 59.7 | |
| DOTBackbone=T5-base, Average Inference Time (s)=298.172024.06 | 59.25 | |
| PARAPHRASE2023.10 | 59.2 | |
| Seq2Path2024.06 | 58.41 | |
| LLaMa-3.1-8b2024.06 | 54.06 | |
| Mistral-7b2024.06 | 53.02 | |
| GPT-4o2024.06 | 46.53 | |
| Extract-Classify2024.06 | 44.61 | |
| MVP (transfer)Data=few-shot2023.05 | 39.24 | |
| ChatGPT2023.10 | 39.1 | |
| ChatGPTData=few-shot2023.05 | 37.71 | |
| Qwen-2.5-7b2024.06 | 33.56 | |
| TAS-BERT2024.06 | 33.53 | |
| ChatGPTData=zero-shot2023.05 | 27.11 |