Baby
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Multimodal Recommendation | Baby | Recall@107.57 | 46 | |
| Recommendation | Baby | HR@1010.29 | 36 | |
| Recommendation | Baby | Recall@107.09 | 32 | |
| Relation-Conditioned Retrieval | Baby | MRR29.4 | 30 | |
| Relation-Conditioned Retrieval | Baby | Hit@544.65 | 30 | |
| Multimodal Recommendation | Baby Cold-start | Recall@100.0412 | 21 | |
| Collaborative Filtering | Baby | R@209.8 | 18 | |
| Sequential Recommendation | Baby | HR@207.4841 | 12 | |
| Sequential Recommendation | Baby full-ranking | Recall@52.77 | 12 | |
| Multi-Modal Recommendation | Baby | NDCG@52.83 | 11 | |
| Next-item prediction | Baby | MRR26.35 | 10 | |
| Multimodal Recommendation | Baby (test) | Recall@100.0627 | 9 | |
| Multimodal Recommendation | Baby | Memory (GB)1.59 | 9 | |
| Rating Prediction | Baby | RMSE0.6899 | 6 | |
| Infant cry classification | Baby 2020 | Macro-F176 | 5 | |
| Explanation-rating coherence evaluation | Baby | GPT Score83.34 | 4 | |
| User Cold-start Recommendation | Baby | Recall@203 | 4 | |
| Link Prediction | Baby 10:1 negative sampling | Macro F176.45 | 4 | |
| Link Prediction | Baby 1:1 negative sampling | Macro F179.17 | 4 | |
| Recommendation | Baby | Processing Time (sec)39 | 3 |
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