Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Node Classification | Accuracy96.92 | 216 | ||
| Node Classification | Reddit (test) | Accuracy97.21 | 201 | |
| Graph Classification | REDDIT-B | Accuracy93.4 | 145 | |
| Graph Classification | REDDIT BINARY | Accuracy92.6 | 124 | |
| Link Prediction | Reddit (inductive) | AP99.18 | 111 | |
| Graph Anomaly Detection | AUROC66.5 | 106 | ||
| Inductive dynamic link prediction | Reddit (inductive) | AUC-ROC (%)99.94 | 101 | |
| transductive dynamic link prediction | AUC-ROC0.9998 | 69 | ||
| Graph Anomaly Detection | Reddit (test) | AUPRC4.44 | 51 | |
| Node classification | F1 Score56.29 | 49 | ||
| dynamic link prediction | Reddit (transductive) | AP99.86 | 43 | |
| Graph Classification | REDDIT-B (test) | Accuracy94.6 | 42 | |
| Link Prediction | Reddit (transductive) | AP99.64 | 41 | |
| Node Clustering | RedditS | NMI90.53 | 40 | |
| Network Classification | REDDIT-B | F1 Score79.68 | 35 | |
| Temporal Link Prediction | Reddit (inductive) | AUC-ROC99.69 | 30 | |
| Node Classification | Reddit inductive (test) | Micro F197.1 | 29 | |
| Dynamic link prediction | AP99.22 | 27 | ||
| Node Classification | Reddit-M | Accuracy88.75 | 26 | |
| Conversational Recommendation | REDDIT V2 (test) | Recall@511.46 | 26 | |
| Graph classification | REDDIT-5K | Accuracy59.5 | 26 | |
| Conversation Summarization | QAGS55.66 | 25 | ||
| Node Anomaly Detection | Reddit fully-supervised | AUPRC7.7 | 25 | |
| Node Anomaly Detection | Reddit (semi-supervised) | AUPRC4.9 | 25 | |
| Temporal Point Process modeling | Reddit real-world (test) | Negative Log-Likelihood-1.2962 | 25 |
Showing 25 of 215 rows
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