Coauthor
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Node Classification | Coauthor CS | Accuracy96.5 | 158 | |
| Node Classification | Coauthor Physics | Accuracy97.54 | 104 | |
| Node classification | Coauthor Phy (test) | Accuracy96.9 | 41 | |
| Node Classification | COAUTHOR-PHY | Accuracy97.34 | 39 | |
| Node Classification | Coauthor CS | Macro F190.6 | 24 | |
| Interactive Text Editing (Insertion) | CoAuthor (test) | Quality Score3.79 | 20 | |
| Interactive Text Editing (Continuation) | CoAuthor (test) | Quality Score4.48 | 20 | |
| Node Classification | Coauthor PHY | Micro F195.84 | 20 | |
| Node Classification | Coauthor CS (semi-supervised transductive) | Accuracy92.8 | 19 | |
| Transductive Node Classification Unlearning | Coauthor Physics | Delta RA (%)5.22 | 16 | |
| Node Classification | CoAuthor CS 48/32/20 (test) | Accuracy90.73 | 12 | |
| Explainability | Coauthor CS | Faithfulness (KL distance)3.143 | 12 | |
| Few-shot Graph Learning Explainability | CoauthorCS (2% labeling ratio) | Explainability Performance3.8289 | 12 | |
| Classification | CoAuthor | Kappa0.4158 | 11 | |
| Node Classification | Coauthor Physics (Rest nodes) | Accuracy94 | 11 | |
| Node Classification | Coauthor CS (Rest nodes) | Accuracy92.8 | 11 | |
| Node-level Out-of-Distribution Detection | Coauthor (test) | AUROC (aleatoric)95.3 | 10 | |
| Link Prediction | Coauthor CS | AUC94.34 | 10 | |
| Node Classification | Coauthor CS | Micro F188.3 | 10 | |
| Node Classification | Coauthor PHY | Macro F191.4 | 9 | |
| node-level task | Coauthor Physics | Max GPU Memory (MB)12.481 | 9 | |
| Human-AI Co-writing | CoAuthor Creative | HAR (%)16.2 | 8 | |
| Human-AI Co-writing | CoAuthor Scientific | HAR (%)23.62 | 8 | |
| Human-AI Co-writing | CoAuthor (Overall) | HAR (%)19.61 | 8 | |
| Node Classification | CoAuthor CS (train) | Accuracy100 | 8 |
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