Twitch
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Node Classification | Twitch (OOD) | AUROC68.14 | 36 | |
| Node Classification | Twitch | Accuracy99.6 | 30 | |
| Link Prediction | Twitch DE | Hits@K33.06 | 30 | |
| Node Classification | Twitch EN | ROC-AUC64.89 | 22 | |
| Node Classification | Twitch FR | ROC-AUC54.98 | 22 | |
| Node Classification | Twitch ES | ROC-AUC68.42 | 22 | |
| Node Classification | Twitch ID | AUROC76.51 | 21 | |
| Node Classification | Twitch | F1 Score99.41 | 21 | |
| Graph-level classification | TWITCH E. | MCC0.4 | 18 | |
| Node classification | Twitch U-B-E transfer scenarios | Accuracy (U->B)71.96 | 17 | |
| Node Classification | Twitch EN → DE | Micro-F165.69 | 17 | |
| Node Classification | Twitch DE → EN | Micro-F161.92 | 17 | |
| Video Encoding | Twitch | BD-Rate PSNR-Y-19.62 | 15 | |
| Node classification | Twitch OOD3 | ROC AUC64.27 | 15 | |
| Toxicity Label Prevalence Analysis | Twitch Sports Games | Primary Label Prevalence (%)77.55 | 10 | |
| Toxicity Label Prevalence Analysis | Twitch SP Shooter | Primary Label Prevalence74.03 | 10 | |
| Toxicity Label Prevalence Analysis | Twitch MP Shooter | Primary Label Prevalence75.28 | 10 | |
| Toxicity Label Prevalence Analysis | Twitch MOBA | Primary Label Prevalence (%)75.71 | 10 | |
| Node-level Regression Uncertainty Quantification | Twitch | PICP100 | 10 | |
| Graph Classification | TWITCH E. | Accuracy70.3 | 10 | |
| Uncertainty Quantification | Twitch | MPE0.03 | 9 | |
| Hypergraph Modeling | Twitch | Overlap Tail Gap0.008 | 8 | |
| Node Classification | Twitch PT | Weighted F167.4 | 8 | |
| Node Classification | Twitch PT | Accuracy67.1 | 8 | |
| SpMM with GCN operator | twitch-views | Latency Speedup (fwd)1.8 | 6 |
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