Sentiment Analysis on ASTE
Metric: F1 (L14) (higher is better)
Metric: F1 (L14) (higher is better)
| # | Model↕ | F1 (L14)▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | MvP (multi-task) | 65.3 | Yes | MvP: Multi-view Prompting Improves Aspect Sentim... | 2023-05-22 | Code |
| 2 | ASTE-Transformer | 64.9 | Yes | ASTE Transformer Modelling Dependencies in Aspec... | 2024-09-23 | Code |
| 3 | Seq2Path | 64.82 | No | - | - | - |
| 4 | MvP | 63.33 | No | MvP: Multi-view Prompting Improves Aspect Sentim... | 2023-05-22 | Code |
| 5 | UIE | 62.94 | Yes | Unified Structure Generation for Universal Infor... | 2022-03-23 | Code |
| 6 | AugABSA | 62.66 | No | - | - | Code |
| 7 | LEGO-ABSA (multi-task) | 62.2 | Yes | - | - | - |
| 8 | DLO | 61.46 | No | Improving Aspect Sentiment Quad Prediction via T... | 2022-10-19 | Code |
| 9 | Paraphrase | 61.13 | No | Aspect Sentiment Quad Prediction as Paraphrase G... | 2021-10-02 | Code |
| 10 | Span-ASTE | 59.38 | No | Learning Span-Level Interactions for Aspect Sent... | 2021-07-26 | Code |
| 11 | GAS | 58.19 | No | - | - | Code |
| 12 | ChatGPT (gpt-3.5-turbo, few-shot) | 38.12 | No | MvP: Multi-view Prompting Improves Aspect Sentim... | 2023-05-22 | Code |
| 13 | ChatGPT (gpt-3.5-turbo, zero-shot) | 36.05 | No | MvP: Multi-view Prompting Improves Aspect Sentim... | 2023-05-22 | Code |