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ResearchFormerly WizWand

Recommendation on MovieLens 10M (Set-up (S))

27.68Recall@10openP5 (+RAIE)
2.88649.323215.7622.1968Feb 28, 2026
Updated 8mo ago

Evaluation results

MethodLinks
openP5 (+RAIE)Backbone=openP5, Variant=+RAIE2026.0227.6816.86
openP5 (+LoRA+Replay)Backbone=openP5, Variant=+LoRA+Replay2026.0226.7515.6
openP5 (+E-BPR)Backbone=openP5, Variant=+E-BPR2026.0225.5615.03
openP5 (+LoRA+LwF)Backbone=openP5, Variant=+LoRA+LwF2026.0224.5614.88
openP5 (Base)Backbone=openP5, Variant=Base2026.0223.914.22
BERT4Rec (+RAIE)Backbone=BERT4Rec, Variant=+RAIE2026.0217.959.57
TiSASRec (+E-BPR)Backbone=TiSASRec, Variant=+E-BPR2026.0216.668.7
TiSASRec (+RAIE)Backbone=TiSASRec, Variant=+RAIE2026.0216.468.68
BERT4Rec (+MoLE)Backbone=BERT4Rec, Variant=+MoLE2026.0216.188.37
BERT4Rec (+LSAT)Backbone=BERT4Rec, Variant=+LSAT2026.0215.798.16
TiSASRec (+MoLE)Backbone=TiSASRec, Variant=+MoLE2026.0213.386.95
TiSASRec (+LoRA)Backbone=TiSASRec, Variant=+LoRA2026.0213.36.86
BERT4Rec (Base)Backbone=BERT4Rec, Variant=Base2026.0213.116.7
BERT4Rec (+E-BPR)Backbone=BERT4Rec, Variant=+E-BPR2026.0213.16.69
TiSASRec (+LoRA+LwF)Backbone=TiSASRec, Variant=+LoRA+LwF2026.0213.036.75
BERT4Rec (+LoRA+Replay)Backbone=BERT4Rec, Variant=+LoRA+Replay2026.0212.486.44
TiSASRec (+LoRA+Replay)Backbone=TiSASRec, Variant=+LoRA+Replay2026.0212.266.46
TiSASRec (+LSAT)Backbone=TiSASRec, Variant=+LSAT2026.0211.185.83
BERT4Rec (+LoRA+LwF)Backbone=BERT4Rec, Variant=+LoRA+LwF2026.0211.165.63
openP5 (+LoRA)Backbone=openP5, Variant=+LoRA2026.0211.095.7
openP5 (+LSAT)Backbone=openP5, Variant=+LSAT2026.0211.075.78
BERT4Rec (+LoRA)Backbone=BERT4Rec, Variant=+LoRA2026.0211.035.58
TiSASRec (Base)Backbone=TiSASRec, Variant=Base2026.0210.935.89
SASRec (+E-BPR)Backbone=SASRec, Variant=+E-BPR2026.029.844.6
SASRec (Base)Backbone=SASRec, Variant=Base2026.027.033.35
SASRec (+MoLE)Backbone=SASRec, Variant=+MoLE2026.027.033.35
SASRec (+RAIE)Backbone=SASRec, Variant=+RAIE2026.026.863.27
SASRec (+LSAT)Backbone=SASRec, Variant=+LSAT2026.026.252.95
SASRec (+LoRA+Replay)Backbone=SASRec, Variant=+LoRA+Replay2026.026.242.96
SASRec (+LoRA+LwF)Backbone=SASRec, Variant=+LoRA+LwF2026.025.242.46
SASRec (+LoRA)Backbone=SASRec, Variant=+LoRA2026.025.092.36
openP5 (+MoLE)Backbone=openP5, Variant=+MoLE2026.023.841.83