Recommendation on MovieLens 10M (Set-up (S))
27.68Recall@10openP5 (+RAIE)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| openP5 (+RAIE)Backbone=openP5, Variant=+RAIE2026.02 | 27.68 | 16.86 | |
| openP5 (+LoRA+Replay)Backbone=openP5, Variant=+LoRA+Replay2026.02 | 26.75 | 15.6 | |
| openP5 (+E-BPR)Backbone=openP5, Variant=+E-BPR2026.02 | 25.56 | 15.03 | |
| openP5 (+LoRA+LwF)Backbone=openP5, Variant=+LoRA+LwF2026.02 | 24.56 | 14.88 | |
| openP5 (Base)Backbone=openP5, Variant=Base2026.02 | 23.9 | 14.22 | |
| BERT4Rec (+RAIE)Backbone=BERT4Rec, Variant=+RAIE2026.02 | 17.95 | 9.57 | |
| TiSASRec (+E-BPR)Backbone=TiSASRec, Variant=+E-BPR2026.02 | 16.66 | 8.7 | |
| TiSASRec (+RAIE)Backbone=TiSASRec, Variant=+RAIE2026.02 | 16.46 | 8.68 | |
| BERT4Rec (+MoLE)Backbone=BERT4Rec, Variant=+MoLE2026.02 | 16.18 | 8.37 | |
| BERT4Rec (+LSAT)Backbone=BERT4Rec, Variant=+LSAT2026.02 | 15.79 | 8.16 | |
| TiSASRec (+MoLE)Backbone=TiSASRec, Variant=+MoLE2026.02 | 13.38 | 6.95 | |
| TiSASRec (+LoRA)Backbone=TiSASRec, Variant=+LoRA2026.02 | 13.3 | 6.86 | |
| BERT4Rec (Base)Backbone=BERT4Rec, Variant=Base2026.02 | 13.11 | 6.7 | |
| BERT4Rec (+E-BPR)Backbone=BERT4Rec, Variant=+E-BPR2026.02 | 13.1 | 6.69 | |
| TiSASRec (+LoRA+LwF)Backbone=TiSASRec, Variant=+LoRA+LwF2026.02 | 13.03 | 6.75 | |
| BERT4Rec (+LoRA+Replay)Backbone=BERT4Rec, Variant=+LoRA+Replay2026.02 | 12.48 | 6.44 | |
| TiSASRec (+LoRA+Replay)Backbone=TiSASRec, Variant=+LoRA+Replay2026.02 | 12.26 | 6.46 | |
| TiSASRec (+LSAT)Backbone=TiSASRec, Variant=+LSAT2026.02 | 11.18 | 5.83 | |
| BERT4Rec (+LoRA+LwF)Backbone=BERT4Rec, Variant=+LoRA+LwF2026.02 | 11.16 | 5.63 | |
| openP5 (+LoRA)Backbone=openP5, Variant=+LoRA2026.02 | 11.09 | 5.7 | |
| openP5 (+LSAT)Backbone=openP5, Variant=+LSAT2026.02 | 11.07 | 5.78 | |
| BERT4Rec (+LoRA)Backbone=BERT4Rec, Variant=+LoRA2026.02 | 11.03 | 5.58 | |
| TiSASRec (Base)Backbone=TiSASRec, Variant=Base2026.02 | 10.93 | 5.89 | |
| SASRec (+E-BPR)Backbone=SASRec, Variant=+E-BPR2026.02 | 9.84 | 4.6 | |
| SASRec (Base)Backbone=SASRec, Variant=Base2026.02 | 7.03 | 3.35 | |
| SASRec (+MoLE)Backbone=SASRec, Variant=+MoLE2026.02 | 7.03 | 3.35 | |
| SASRec (+RAIE)Backbone=SASRec, Variant=+RAIE2026.02 | 6.86 | 3.27 | |
| SASRec (+LSAT)Backbone=SASRec, Variant=+LSAT2026.02 | 6.25 | 2.95 | |
| SASRec (+LoRA+Replay)Backbone=SASRec, Variant=+LoRA+Replay2026.02 | 6.24 | 2.96 | |
| SASRec (+LoRA+LwF)Backbone=SASRec, Variant=+LoRA+LwF2026.02 | 5.24 | 2.46 | |
| SASRec (+LoRA)Backbone=SASRec, Variant=+LoRA2026.02 | 5.09 | 2.36 | |
| openP5 (+MoLE)Backbone=openP5, Variant=+MoLE2026.02 | 3.84 | 1.83 |