Douban
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Graph Alignment | Douban | MRR91.8 | 45 | |
| Cross-Domain Recommendation | Douban Movie → Book | HR41.36 | 28 | |
| Rating Prediction | Douban-Movie -> Douban-Book (test) | MAE0.4236 | 24 | |
| Cross-domain Out-of-Distribution Recommendation | Douban Movie -> Music OOD #3 | HR@1038.82 | 20 | |
| Cross-domain Out-of-Distribution Recommendation | Douban Movie -> Music OOD #2 | HR@100.3564 | 20 | |
| Cross-domain Out-of-Distribution Recommendation | Douban Movie -> Book OOD #3 | HR@1042.98 | 20 | |
| Cross-domain Out-of-Distribution Recommendation | Douban Movie -> Book OOD #2 | HR@1039.51 | 20 | |
| Dialogue Generation | Douban (test) | BLEU-10.1398 | 20 | |
| Multi-turn response selection | Douban (test) | MAP62.7 | 16 | |
| Cross-Domain Recommendation | Douban Book → Movie | HR54.3 | 15 | |
| Matrix Completion | Douban | RMSE0.721 | 15 | |
| Cross-Domain Recommendation | Douban Movie -> Music (OOD #1) | HR@1035.25 | 13 | |
| Cross-Domain Recommendation | Douban Movie -> Music (IID) | HR@1037.06 | 13 | |
| Graph feature imputation | Douban (test) | RMSE0.734 | 13 | |
| Rating Prediction | Douban Movie -> Music (80% test ratio) | MAE0.4581 | 12 | |
| Rating Prediction | Douban Movie -> Music (50% test ratio) | MAE0.4233 | 12 | |
| Rating Prediction | Douban-Movie -> Douban-Music (20% test ratio) | MAE0.4339 | 12 | |
| Rating Prediction | Douban Movie -> Book 50% test ratio | MAE0.4148 | 12 | |
| Subgraph Alignment | Douban Online-Offline | Hit@175.58 | 10 | |
| Recommendation | Douban (test) | RMSE0.732 | 10 | |
| Link Prediction | Douban (20% test) | AUC0.8421 | 9 | |
| Recommendation | Douban | Recall@2018.61 | 8 | |
| Graph Alignment | Douban Online-Offline | Hit@153.31 | 7 | |
| Matrix Completion | Douban (test) | RMSE0.734 | 7 | |
| Rating Prediction | Douban | RMSE0.6911 | 7 |
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