Positive Tag Controllable Recommendation on ML1M
0.5748NDCG@10DPR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DPRBackbone=SASRec2026.02 | 0.5748 | 0.5921 | 0.73 | 0.7981 | |
| DPRBackbone=GRU4Rec2026.02 | 0.5501 | 0.5683 | 0.6991 | 0.771 | |
| SASRec Filter + fBackbone=SASRec, Variant=Tag Filtering + Fine-tuning2026.02 | 0.3345 | 0.3624 | 0.5358 | 0.6452 | |
| SASRec FilterBackbone=SASRec, Variant=Tag Filtering2026.02 | 0.3242 | 0.3534 | 0.524 | 0.6388 | |
| SASRec Filter + f + aBackbone=SASRec, Variant=Tag Filtering + Implicit Fine-tuning2026.02 | 0.311 | 0.3404 | 0.5028 | 0.6184 | |
| GRU4Rec Filter + fBackbone=GRU4Rec, Variant=Tag Filtering + Fine-tuning2026.02 | 0.3101 | 0.3386 | 0.5056 | 0.6181 | |
| GRU4Rec Filter + f + aBackbone=GRU4Rec, Variant=Tag Filtering + Implicit Fine-tuning2026.02 | 0.3038 | 0.332 | 0.4975 | 0.6085 | |
| GRU4Rec FilterBackbone=GRU4Rec, Variant=Tag Filtering2026.02 | 0.3008 | 0.3308 | 0.4907 | 0.6088 | |
| SASRecBackbone=SASRec, Variant=Fine-tuning (+f)2026.02 | 0.0855 | 0.1108 | 0.1721 | 0.2722 | |
| SASRecBackbone=SASRec, Variant=Implicit Fine-tuning (+f+a)2026.02 | 0.0812 | 0.1037 | 0.1609 | 0.2502 | |
| SASRecBackbone=SASRec, Variant=Base2026.02 | 0.0781 | 0.1049 | 0.1574 | 0.2638 | |
| GRU4RecBackbone=GRU4Rec, Variant=Implicit Fine-tuning (+f+a)2026.02 | 0.0748 | 0.0975 | 0.1486 | 0.2388 | |
| GRU4RecBackbone=GRU4Rec, Variant=Fine-tuning (+f)2026.02 | 0.0708 | 0.0954 | 0.146 | 0.2437 | |
| GRU4RecBackbone=GRU4Rec, Variant=Base2026.02 | 0.0673 | 0.0906 | 0.1391 | 0.232 |