Positive Tag Controllable Recommendation on MIND
48.6NDCG@10DPR
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| DPRBackbone=GRU4Rec2026.02 | 48.6 | 50.23 | 62.37 | 68.82 | |
| DPRBackbone=SASRec2026.02 | 45.91 | 47.51 | 59.12 | 65.43 | |
| SASRec Filter + f + aBackbone=SASRec, Variant=Tag Filtering + Implicit Fine-tuning2026.02 | 40.6 | 42.25 | 59.64 | 66.06 | |
| GRU4Rec Filter + f + aBackbone=GRU4Rec, Variant=Tag Filtering + Implicit Fine-tuning2026.02 | 37.17 | 38.86 | 55.22 | 61.79 | |
| SASRec Filter + fBackbone=SASRec, Variant=Tag Filtering + Fine-tuning2026.02 | 33.32 | 34.91 | 50.25 | 56.45 | |
| SASRec FilterBackbone=SASRec, Variant=Tag Filtering2026.02 | 31.99 | 33.56 | 48.34 | 54.46 | |
| GRU4Rec FilterBackbone=GRU4Rec, Variant=Tag Filtering2026.02 | 31.22 | 32.74 | 47.39 | 53.32 | |
| GRU4Rec Filter + fBackbone=GRU4Rec, Variant=Tag Filtering + Fine-tuning2026.02 | 30.54 | 32.04 | 46.21 | 52.06 | |
| SASRecBackbone=SASRec, Variant=Implicit Fine-tuning (+f+a)2026.02 | 5.91 | 7.44 | 11.47 | 17.57 | |
| GRU4RecBackbone=GRU4Rec, Variant=Implicit Fine-tuning (+f+a)2026.02 | 4.98 | 6.33 | 9.66 | 15.06 | |
| SASRecBackbone=SASRec, Variant=Fine-tuning (+f)2026.02 | 4.18 | 5.39 | 8.17 | 12.97 | |
| SASRecBackbone=SASRec, Variant=Base2026.02 | 4.05 | 5.19 | 7.89 | 12.42 | |
| GRU4RecBackbone=GRU4Rec, Variant=Base2026.02 | 3.78 | 4.84 | 7.37 | 11.59 | |
| GRU4RecBackbone=GRU4Rec, Variant=Fine-tuning (+f)2026.02 | 3.73 | 4.77 | 7.29 | 11.46 |