Negative Tag Controllable Recommendation on MIND
9.67NDCG@10SASRec Filter + f + a
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SASRec Filter + f + aBackbone=SASRec, Variant=Tag Filtering + Implicit Fine-tuning2026.02 | 9.67 | 12.12 | 11.99 | 18.27 | |
| DPRBackbone=SASRec2026.02 | 9.11 | 11.38 | 11.25 | 17.09 | |
| DPRBackbone=GRU4Rec2026.02 | 8.68 | 10.88 | 10.74 | 16.38 | |
| GRU4Rec Filter + f + aBackbone=GRU4Rec, Variant=Tag Filtering + Implicit Fine-tuning2026.02 | 8.1 | 10.23 | 10.1 | 15.59 | |
| GRU4RecBackbone=GRU4Rec, Variant=Implicit Fine-tuning (+f+a)2026.02 | 7.63 | 9.73 | 9.62 | 15.01 | |
| SASRec Filter + fBackbone=SASRec, Variant=Tag Filtering + Fine-tuning2026.02 | 6.91 | 8.77 | 8.61 | 13.41 | |
| SASRec FilterBackbone=SASRec, Variant=Tag Filtering2026.02 | 6.64 | 8.41 | 8.29 | 12.84 | |
| GRU4Rec FilterBackbone=GRU4Rec, Variant=Tag Filtering2026.02 | 6.23 | 7.91 | 7.75 | 12.07 | |
| GRU4Rec Filter + fBackbone=GRU4Rec, Variant=Tag Filtering + Fine-tuning2026.02 | 6.13 | 7.78 | 7.66 | 11.92 | |
| SASRecBackbone=SASRec, Variant=Implicit Fine-tuning (+f+a)2026.02 | 5.91 | 7.44 | 11.47 | 17.57 | |
| GRU4RecBackbone=GRU4Rec, Variant=Base2026.02 | 5.83 | 7.48 | 7.34 | 11.58 | |
| GRU4RecBackbone=GRU4Rec, Variant=Fine-tuning (+f)2026.02 | 5.72 | 7.34 | 7.24 | 11.42 | |
| 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 |