| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Recommendation | CDs | NDCG@50.6857 | 29 | |
| Link Prediction | CDs | Accuracy93.5 | 25 | |
| Sequential Recommendation | CDs | Recall@55.2 | 21 | |
| Recommendation | CDs sparse | NDCG@131 | 20 | |
| Sequential Recommendation | CDs 5-core filtered (test) | Recall@511.74 | 13 | |
| Conversational Recommendation | CDs (sampled) | Success Rate@319 | 13 | |
| Sequential Recommendation | CDs | Recall@107.77 | 13 | |
| Recommendation | CDs dense | NDCG@139 | 12 | |
| Node Classification | CDs | Accuracy (%)59.93 | 11 | |
| Conversational Recommendation | CDs sample | Recall@55.8 | 10 | |
| Sequential Recommendation | CDs (test) | NDCG@127 | 10 | |
| User behavior simulation | CDs | Precision75.37 | 9 | |
| Conversational Recommendation | CDs 1.0 (full) | Recall@58.39 | 4 | |
| Rating Prediction | CDs 80%:20% split (test) | RMSE0.8347 | 3 |