Metric: Macro-F1 (higher is better)
| # | Model↕ | Macro-F1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | SS-cGAN + SciBERT | 81.75 | No | Leveraging GANs for citation intent classificati... | 2025-05-27 | Code |
| 2 | CitePrompt | 68.39 | No | CitePrompt: Using Prompts to Identify Citation I... | 2023-04-25 | Code |
| 3 | Structural-scaffolds | 67.9 | Yes | Structural Scaffolds for Citation Intent Classif... | 2019-04-02 | Code |
| 4 | BiLSTM-Attention + ELMo | 54.6 | Yes | Deep contextualized word representations | 2018-02-15 | Code |
| 5 | Feature-rich Random Forest | 53 | No | - | - | Code |
| 6 | BiLSTM-Attention | 51.8 | No | - | - | Code |
| 7 | SVM | 41 | No | - | - | - |