Classification on SciCite
Metric: Macro-F1 (higher is better)
Metric: Macro-F1 (higher is better)
| # | Model↕ | Macro-F1▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | EnsIntWS | 89.46 | No | Why do you cite? An investigation on citation in... | 2024-07-18 | - |
| 2 | ImpactCite | 88.93 | Yes | ImpactCite: An XLNet-based method for Citation I... | 2020-05-05 | Code |
| 3 | SS-cGAN + SciBERT | 88.74 | No | Leveraging GANs for citation intent classificati... | 2025-05-27 | Code |
| 4 | EnsIntWoS | 88.48 | No | Why do you cite? An investigation on citation in... | 2024-07-18 | - |
| 5 | CitePrompt | 86.33 | No | CitePrompt: Using Prompts to Identify Citation I... | 2023-04-25 | Code |
| 6 | SciBERT | 86.32 | Yes | SciBERT: A Pretrained Language Model for Scienti... | 2019-03-26 | Code |
| 7 | Structural-Scaffolds | 84.99 | Yes | Structural Scaffolds for Citation Intent Classif... | 2019-04-02 | Code |
| 8 | Feature-Rich Random Forest | 82.6 | No | - | - | Code |