Recommendation on Yelp Set-up (S)
8.33Recall@10TiSASRec (+RAIE)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TiSASRec (+RAIE)Backbone=TiSASRec, Variant=+RAIE2026.02 | 8.33 | 3.81 | |
| TiSASRec (+LSAT)Backbone=TiSASRec, Variant=+LSAT2026.02 | 7.21 | 3.33 | |
| TiSASRec (+MoLE)Backbone=TiSASRec, Variant=+MoLE2026.02 | 7.21 | 3.33 | |
| TiSASRec (Base)Backbone=TiSASRec, Variant=Base2026.02 | 6.93 | 3.21 | |
| TiSASRec (+E-BPR)Backbone=TiSASRec, Variant=+E-BPR2026.02 | 6.61 | 3.17 | |
| TiSASRec (+LoRA)Backbone=TiSASRec, Variant=+LoRA2026.02 | 5.8 | 2.78 | |
| TiSASRec (+LoRA+Replay)Backbone=TiSASRec, Variant=+LoRA+Replay2026.02 | 5.72 | 2.74 | |
| TiSASRec (+LoRA+LwF)Backbone=TiSASRec, Variant=+LoRA+LwF2026.02 | 5.61 | 2.71 | |
| BERT4Rec (+MoLE)Backbone=BERT4Rec, Variant=+MoLE2026.02 | 3.27 | 1.59 | |
| BERT4Rec (+LSAT)Backbone=BERT4Rec, Variant=+LSAT2026.02 | 3.25 | 1.6 | |
| SASRec (+E-BPR)Backbone=SASRec, Variant=+E-BPR2026.02 | 2.68 | 1.27 | |
| BERT4Rec (+RAIE)Backbone=BERT4Rec, Variant=+RAIE2026.02 | 2.57 | 1.26 | |
| BERT4Rec (+E-BPR)Backbone=BERT4Rec, Variant=+E-BPR2026.02 | 2.55 | 1.26 | |
| SASRec (+RAIE)Backbone=SASRec, Variant=+RAIE2026.02 | 2.51 | 1.23 | |
| BERT4Rec (+LoRA+LwF)Backbone=BERT4Rec, Variant=+LoRA+LwF2026.02 | 2.41 | 1.23 | |
| SASRec (Base)Backbone=SASRec, Variant=Base2026.02 | 2.3 | 1.12 | |
| SASRec (+MoLE)Backbone=SASRec, Variant=+MoLE2026.02 | 2.3 | 1.12 | |
| SASRec (+LSAT)Backbone=SASRec, Variant=+LSAT2026.02 | 2.17 | 1.06 | |
| SASRec (+LoRA+Replay)Backbone=SASRec, Variant=+LoRA+Replay2026.02 | 2.14 | 1.04 | |
| BERT4Rec (Base)Backbone=BERT4Rec, Variant=Base2026.02 | 2.1 | 1.04 | |
| SASRec (+LoRA+LwF)Backbone=SASRec, Variant=+LoRA+LwF2026.02 | 2.1 | 1.03 | |
| SASRec (+LoRA)Backbone=SASRec, Variant=+LoRA2026.02 | 2.08 | 1.04 | |
| BERT4Rec (+LoRA+Replay)Backbone=BERT4Rec, Variant=+LoRA+Replay2026.02 | 2.02 | 1.01 | |
| BERT4Rec (+LoRA)Backbone=BERT4Rec, Variant=+LoRA2026.02 | 1.94 | 0.97 | |
| openP5 (+RAIE)Backbone=openP5, Variant=+RAIE2026.02 | 1.25 | 0.62 | |
| openP5 (Base)Backbone=openP5, Variant=Base2026.02 | 1.23 | 0.62 | |
| openP5 (+E-BPR)Backbone=openP5, Variant=+E-BPR2026.02 | 1.11 | 0.53 | |
| openP5 (+LoRA+Replay)Backbone=openP5, Variant=+LoRA+Replay2026.02 | 1.05 | 0.51 | |
| openP5 (+LoRA+LwF)Backbone=openP5, Variant=+LoRA+LwF2026.02 | 1.01 | 0.48 | |
| openP5 (+LoRA)Backbone=openP5, Variant=+LoRA2026.02 | 0.71 | 0.33 | |
| openP5 (+MoLE)Backbone=openP5, Variant=+MoLE2026.02 | 0.43 | 0.21 | |
| openP5 (+LSAT)Backbone=openP5, Variant=+LSAT2026.02 | 0.03 | 0.01 |