Epinions
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Link Sign Prediction | Epinions | AUC0.8666 | 36 | |
| Recommendation | Epinions (test) | Recall@2011.46 | 33 | |
| Trust Prediction | Epinions 1.0 (unobserved users) | MRR0.4082 | 27 | |
| Trust Prediction | Epinions 1.0 (observed users) | MRR0.6144 | 27 | |
| Recommendation | Epinions | R@200.136 | 25 | |
| Signed Link Prediction | Epinions (test) | F1 Score95.93 | 21 | |
| Node clustering | Epinions | SSI0.6787 | 18 | |
| Recommendation | Epinions 20% (synthetic) | Recall@108.91 | 14 | |
| Trust Prediction | Epinions (observed users) | AP94.01 | 13 | |
| Link Stealing Attack | Epinions | AUC79.81 | 12 | |
| Link sign prediction | Epinions | F1-micro92 | 10 | |
| Rating Prediction | Epinions (80% train) | MAE0.8168 | 9 | |
| Rating Prediction | Epinions (60% train) | MAE0.8441 | 9 | |
| Recommendation | Epinions-Extend 80/20 (test) | Recall@100.1767 | 9 | |
| Trust prediction for unobserved users | Epinions (80%-10%-10%) | MRR39.87 | 8 | |
| Trust prediction for unobserved users | Epinions (70%-15%-15%) | MRR0.4082 | 8 | |
| Trust prediction for observed users | Epinions (80%-10%-10%) | MRR0.6778 | 8 | |
| Trust prediction for observed users | Epinions (70%-15%-15%) | MRR0.6025 | 8 | |
| Recommendation | Epinions | MAE0.7781 | 8 | |
| Trust Prediction | Epinions (unobserved users) | AP95.27 | 7 | |
| Link Sign Prediction | Epinions | F10.933 | 6 | |
| Link sign prediction | Epinions | AUC89.9 | 4 | |
| Batch Recommendation | Epinions | Relevance4 | 3 | |
| Matrix Completion | Epinions | RMSE0.28 | 3 |
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