Wikipedia
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Dynamic Link Prediction | Wikipedia Inductive | AP99.55 | 119 | |
| Inductive dynamic link prediction | Wikipedia (inductive) | AUC-ROC0.9952 | 116 | |
| transductive dynamic link prediction | Wikipedia | AUC ROC99.74 | 109 | |
| Membership Inference Attack | Wikipedia | AUC0.9 | 75 | |
| Cross-modal Retrieval | Wikipedia | mAP43.1 | 64 | |
| Future Link Prediction | Wikipedia (inductive) | AP99.2 | 57 | |
| Link Prediction | Wikipedia (inductive) | AP99.04 | 51 | |
| Dynamic Link Prediction | Wikipedia transductive (ind) | AP99.32 | 44 | |
| Language Modeling | Wikipedia | Perplexity9.17 | 43 | |
| Temporal Link Prediction | Wikipedia (inductive) | AUC-ROC99.15 | 42 | |
| Dynamic Graph Anomaly Detection | Wikipedia S2 | AUROC83.39 | 42 | |
| Node classification | Wikipedia | AUC88.32 | 40 | |
| Response correctness and completeness evaluation | Wikipedia | F1 Score68 | 38 | |
| Membership Inference Attack | Wikipedia Pythia | ROC AUC74 | 36 | |
| Membership Inference | Wikipedia Pythia (train) | TPR@1%FPR22.7 | 36 | |
| Reliability of post-edit LLMs | Wikipedia | BLEU100 | 36 | |
| Transductive future link prediction | Wikipedia | AP99.5 | 34 | |
| Temporal Link Prediction | Wikipedia (Transductive) | AP (%)99.79 | 33 | |
| Cross-modal Retrieval | Wikipedia (Average) | mAP39.6 | 32 | |
| Cross-modal Retrieval | Wikipedia (Unseen) | mAP35.9 | 32 | |
| Link Prediction | Wikipedia transductive | AP99.57 | 32 | |
| Dynamic link prediction | Wikipedia | AP99.03 | 27 | |
| Dynamic node classification | Wikipedia | AUC-ROC88.99 | 27 | |
| Membership Inference Attack | Wikipedia en | AUC0.79 | 26 | |
| future edge prediction | Wikipedia DyGLib (transductive) | AP99.11 | 25 |
Showing 25 of 192 rows
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