| Dependency Reasoning for Aspect Sentiment Quadruple Prediction | ✓ Link | 54.47 | 64.10 | DRIFT | 2026-10-10 |
| MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction | ✓ Link | 52.21 | 58.94 | MvP (multi-task) | 2023-05-22 |
| MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction | ✓ Link | 51.04 | 60.39 | MvP | 2023-05-22 |
| Generative Data Augmentation for Aspect Sentiment Quad Prediction | ✓ Link | 50.01 | 60.88 | AugABSA | 2023-07-01 |
| Improving Aspect Sentiment Quad Prediction via Template-Order Data Augmentation | ✓ Link | 48.18 | 59.79 | DLO | 2022-10-19 |
| Aspect Sentiment Quad Prediction as Paraphrase Generation | ✓ Link | 46.93 | 57.93 | Paraphrase | 2021-10-02 |
| LEGO-ABSA: A Prompt-based Task Assemblable Unified Generative Framework for Multi-task Aspect-based Sentiment Analysis | | 46.10 | 57.60 | LEGO-ABSA (multi-task) | |
| Towards Generative Aspect-Based Sentiment Analysis | ✓ Link | 45.98 | 56.03 | GAS | 2021-08-01 |
| Do we still need Human Annotators? Prompting Large Language Models for Aspect Sentiment Quad Prediction | ✓ Link | 41.74 | 51.54 | Gemma-3-27B (50-shot, self-consistency learning) | 2025-02-18 |
| Do we still need Human Annotators? Prompting Large Language Models for Aspect Sentiment Quad Prediction | ✓ Link | 39.95 | 46.23 | Gemma-3-27B (10-shot, self-consistency learning) | 2025-02-18 |
| Aspect Sentiment Quad Prediction as Paraphrase Generation | ✓ Link | 34.78 | 43.71 | TAS-BRET | 2021-10-02 |
| MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction | ✓ Link | 34.27 | | ChatGPT (gpt-3.5-turbo, few-shot) | 2023-05-22 |
| MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction | ✓ Link | 22.87 | | ChatGPT (gpt-3.5-turbo, zero-shot) | 2023-05-22 |