Aspect-Based Sentiment Analysis (ABSA) on ASTE
Metric: F1 (R15) (higher is better)
Metric: F1 (R15) (higher is better)
| # | Model↕ | F1 (R15)▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | ASTE-Transformer | 72.1 | Yes | ASTE Transformer Modelling Dependencies in Aspec... | 2024-09-23 | Code |
| 2 | MvP (multi-task) | 69.44 | Yes | MvP: Multi-view Prompting Improves Aspect Sentim... | 2023-05-22 | Code |
| 3 | MvP | 65.89 | No | MvP: Multi-view Prompting Improves Aspect Sentim... | 2023-05-22 | Code |
| 4 | Seq2Path | 65.88 | No | - | - | - |
| 5 | AugABSA | 65.8 | No | - | - | Code |
| 6 | UIE | 64.41 | Yes | Unified Structure Generation for Universal Infor... | 2022-03-23 | Code |
| 7 | LEGO-ABSA (multi-task) | 64.4 | Yes | - | - | - |
| 8 | DLO | 64.26 | No | Improving Aspect Sentiment Quad Prediction via T... | 2022-10-19 | Code |
| 9 | Span-ASTE | 63.27 | No | Learning Span-Level Interactions for Aspect Sent... | 2021-07-26 | Code |
| 10 | Paraphrase | 62.56 | No | Aspect Sentiment Quad Prediction as Paraphrase G... | 2021-10-02 | Code |
| 11 | GAS | 60.23 | No | - | - | Code |