Sentiment Analysis on ACOS
Metric: F1 (Restaurant) (higher is better)
Metric: F1 (Restaurant) (higher is better)
| # | Model↕ | F1 (Restaurant)▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | MvP | 61.54 | No | MvP: Multi-view Prompting Improves Aspect Sentim... | 2023-05-22 | Code |
| 2 | Paraphrase | 61.16 | No | Aspect Sentiment Quad Prediction as Paraphrase G... | 2021-10-02 | Code |
| 3 | UnifiedABSA (multi-task) | 60.6 | Yes | UnifiedABSA: A Unified ABSA Framework Based on M... | 2022-11-20 | - |
| 4 | MvP (muilti-task) | 60.36 | Yes | MvP: Multi-view Prompting Improves Aspect Sentim... | 2023-05-22 | Code |
| 5 | DLO | 59.99 | No | Improving Aspect Sentiment Quad Prediction via T... | 2022-10-19 | Code |
| 6 | Extract-Classify | 43.77 | No | - | - | Code |
| 7 | ChatGPT (gpt-3.5-turbo, few-shot) | 37.71 | No | MvP: Multi-view Prompting Improves Aspect Sentim... | 2023-05-22 | Code |
| 8 | TAS-BERT | 33.53 | No | Aspect Sentiment Quad Prediction as Paraphrase G... | 2021-10-02 | Code |
| 9 | ChatGPT (gpt-3.5-turbo, zero-shot) | 27.11 | No | MvP: Multi-view Prompting Improves Aspect Sentim... | 2023-05-22 | Code |