Pubmed
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Node Classification | Pubmed | Accuracy97.46 | 902 | |
| Node classification | Pubmed (test) | Accuracy91.18 | 628 | |
| Node Classification | PubMed | Accuracy94.65 | 627 | |
| Node Classification | Pubmed | Accuracy96.9 | 501 | |
| Node Classification | PubMed (test) | Accuracy96.3 | 198 | |
| Link Prediction | PubMed | AUC99.2 | 173 | |
| Link Prediction | Pubmed (test) | AUC99.68 | 120 | |
| Graph Classification | PubMed | Accuracy91.67 | 114 | |
| Summarization | PubMed (test) | ROUGE-161.99 | 114 | |
| Node Classification | PUBMED | Miss-classification Rate (Δ=1)9.73 | 96 | |
| Transductive Node Classification | Pubmed (transductive) | Accuracy91 | 95 | |
| Node Classification | Pubmed standard (test) | Accuracy85.2 | 92 | |
| Clustering | Pubmed | Accuracy82.86 | 83 | |
| Node Classification | Pubmed transductive (test) | Accuracy87.23 | 81 | |
| Graph Anomaly Detection | Pubmed | AUC97.66 | 77 | |
| Node Classification | PUBMED | Miss-classification Rate0 | 70 | |
| Summarization | PubMed | ROUGE-150.23 | 70 | |
| Node Classification | PubMed (test) | Median Accuracy87.19 | 62 | |
| Graph Clustering | Pubmed | NMI35.77 | 61 | |
| Semi-supervised node classification | Pubmed | Accuracy88.48 | 60 | |
| Language Modeling | PubMed | Perplexity6.43 | 59 | |
| Link prediction | Pubmed | Accuracy97.89 | 55 | |
| LGT Detection | PubMed Fast-DetectGPT benchmark | AUROC0.97 | 54 | |
| Node Classification | Pubmed full-supervised | Accuracy92.17 | 52 | |
| Text Classification | PubMed | micro-F189.93 | 50 |
Showing 25 of 405 rows
...