Recommendation on Yelp (test)
9.82NDCG@20LIA
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| LIA2026.04 | 9.82 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MultVAE2026.04 | 9.53 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Autoencoder2026.04 | 9.51 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ProExBase Model=Mult-VAE2025.11 | 8.13 | 12.89 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DMRec-CBase Model=Mult-VAE2025.11 | 7.92 | 12.54 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DMRec-MBase Model=Mult-VAE2025.11 | 7.85 | 12.61 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DMRec-GBase Model=Mult-VAE2025.11 | 7.75 | 12.26 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MF2026.04 | 7.47 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Turbo-CF2024.04 | 5.74 | 6.93 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SEATER (original)Category=Generative, Status=reported in [15]2025.12 | 5.72 | 7.2 | 8.1 | 42.01 | 61.18 | 13.53 | — | — | — | — | — | — | — | — | |
| GF-CF2024.04 | 5.71 | 6.97 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DiffRec2024.04 | 5.52 | 6.56 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TIGERCategory=Generative, Status=reproduced2025.12 | 5.39 | 6.79 | 7.69 | 40.87 | 59.22 | 12.71 | — | — | — | — | — | — | — | — | |
| LightGCN2024.04 | 5.3 | 6.49 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SEATER (ours)Category=Generative, Clustering=Greedy clustering algorithm2025.12 | 5.27 | 6.54 | 7.56 | 39.74 | 59.4 | 12.68 | — | — | — | — | — | — | — | — | |
| LR-GCCF2024.04 | 4.98 | 6.04 | — | — | — | — | — | — | — | — | — | — | — | — | |
| NGCF2024.04 | 4.77 | 5.79 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SASRecCategory=Dual-encoder, Status=reproduced2025.12 | 4.68 | 5.97 | 6.94 | 37.62 | 58.59 | 11.95 | — | — | — | — | — | — | — | — | |
| RaDAR2026.03 | 4.64 | 9.14 | — | — | — | — | — | — | — | — | — | — | 13.55 | 5.71 | |
| BERT4RecCategory=Dual-encoder, Status=reproduced2025.12 | 4.63 | 5.61 | 6.67 | 36.16 | 56.27 | 11.13 | — | — | — | — | — | — | — | — | |
| GRU4RecCategory=Dual-encoder, Status=reproduced2025.12 | 4.52 | 5.63 | 6.68 | 35.84 | 56.44 | 11.41 | — | — | — | — | — | — | — | — | |
| Multi-VAE2024.04 | 4.5 | 5.84 | — | — | — | — | — | — | — | — | — | — | — | — | |
| GPTRecCategory=Generative, Status=reproduced2025.12 | 4.4 | 5.59 | 6.53 | 34.87 | 55.27 | 11.21 | — | — | — | — | — | — | — | — | |
| AdaGCL2026.03 | 4.39 | 8.73 | — | — | — | — | — | — | — | — | — | — | 13.15 | 5.48 | |
| DirectAU2026.03 | 4.24 | 8.18 | — | — | — | — | — | — | — | — | — | — | 12.26 | 5.24 | |
| RCE-KDTeacher→Student=HSTU→MF2025.09 | 4.19 | 8.05 | — | — | — | — | — | — | — | — | 4.85 | 3.16 | — | — | |
| TeacherTeacher→Student=HSTU→HSTU2025.09 | 4.17 | 8 | — | — | — | — | — | — | — | — | 4.82 | 3.14 | — | — | |
| TeacherTeacher→Student=HSTU→MF2025.09 | 4.17 | 8 | — | — | — | — | — | — | — | — | 4.82 | 3.14 | — | — | |
| TDMCategory=Tree-based, Status=reproduced2025.12 | 4.14 | 5.24 | 6.1 | 34.93 | 54.39 | 10.4 | — | — | — | — | — | — | — | — | |
| NCL2026.03 | 4.02 | 8.06 | — | — | — | — | — | — | — | — | — | — | 12.3 | 5.05 | |
| RCE-KDTeacher→Student=HSTU→HSTU2025.09 | 4 | 7.54 | — | — | — | — | — | — | — | — | 4.59 | 3.05 | — | — | |
| SGL2026.03 | 3.98 | 8.03 | — | — | — | — | — | — | — | — | — | — | 12.26 | 5.02 | |
| SHT2026.03 | 3.95 | 7.94 | — | — | — | — | — | — | — | — | — | — | 12.17 | 4.97 | |
| DCDTeacher→Student=HSTU→MF2025.09 | 3.92 | 7.59 | — | — | — | — | — | — | — | — | 4.49 | 2.97 | — | — | |
| HCCF2026.03 | 3.91 | 7.89 | — | — | — | — | — | — | — | — | — | — | 12.1 | 4.92 | |
| DCDTeacher→Student=HSTU→HSTU2025.09 | 3.82 | 7.28 | — | — | — | — | — | — | — | — | 4.43 | 2.9 | — | — | |
| HetCompTeacher→Student=HSTU→MF2025.09 | 3.82 | 7.65 | — | — | — | — | — | — | — | — | 4.53 | 2.9 | — | — | |
| TARecTeacher→Student=HSTU→MF2025.09 | 3.78 | 7.62 | — | — | — | — | — | — | — | — | 4.37 | 2.93 | — | — | |
| HetCompTeacher→Student=HSTU→HSTU2025.09 | 3.77 | 7.19 | — | — | — | — | — | — | — | — | 4.4 | 2.85 | — | — | |
| RRDTeacher→Student=HSTU→HSTU2025.09 | 3.73 | 7.12 | — | — | — | — | — | — | — | — | 4.33 | 2.74 | — | — | |
| LightGCN2026.03 | 3.73 | 7.61 | — | — | — | — | — | — | — | — | — | — | 11.75 | 4.74 | |
| CDTeacher→Student=HSTU→MF2025.09 | 3.7 | 7.43 | — | — | — | — | — | — | — | — | 4.33 | 2.76 | — | — | |
| RCE-KDTeacher→Student=LGCN→LGCN2025.09 | 3.69 | 7.16 | — | — | — | — | — | — | — | — | 4.31 | 2.77 | — | — | |
| TARecTeacher→Student=HSTU→HSTU2025.09 | 3.69 | 7.13 | — | — | — | — | — | — | — | — | 4.37 | 2.8 | — | — | |
| TeacherTeacher→Student=LGCN→LGCN2025.09 | 3.67 | 7.16 | — | — | — | — | — | — | — | — | 4.32 | 2.76 | — | — | |
| TeacherTeacher→Student=LGCN→MF2025.09 | 3.67 | 7.16 | — | — | — | — | — | — | — | — | 4.32 | 2.76 | — | — | |
| CDTeacher→Student=HSTU→HSTU2025.09 | 3.65 | 7.01 | — | — | — | — | — | — | — | — | 4.15 | 2.71 | — | — | |
| GCCF2026.03 | 3.65 | 7.24 | — | — | — | — | — | — | — | — | — | — | 11.51 | 4.66 | |
| NeuMF2024.04 | 3.63 | 4.51 | — | — | — | — | — | — | — | — | — | — | — | — | |
| RCE-KDTeacher→Student=LGCN→MF2025.09 | 3.6 | 6.92 | — | — | — | — | — | — | — | — | 4.19 | 2.71 | — | — | |
| RRDTeacher→Student=HSTU→MF2025.09 | 3.59 | 7.34 | — | — | — | — | — | — | — | — | 4.3 | 2.71 | — | — | |
| MF-BPR2024.04 | 3.54 | 4.33 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TARecTeacher→Student=LGCN→LGCN2025.09 | 3.52 | 6.94 | — | — | — | — | — | — | — | — | 4.09 | 2.58 | — | — | |
| HetCompTeacher→Student=LGCN→LGCN2025.09 | 3.5 | 6.91 | — | — | — | — | — | — | — | — | 4.05 | 2.56 | — | — | |
| TARecTeacher→Student=LGCN→MF2025.09 | 3.5 | 6.63 | — | — | — | — | — | — | — | — | 4.06 | 2.63 | — | — | |
| DCDTeacher→Student=LGCN→MF2025.09 | 3.47 | 6.41 | — | — | — | — | — | — | — | — | 3.92 | 2.58 | — | — | |
| RCE-KDTeacher→Student=MF→MF2025.09 | 3.45 | 6.67 | — | — | — | — | — | — | — | — | 4 | 2.59 | — | — | |
| HetCompTeacher→Student=LGCN→MF2025.09 | 3.44 | 6.57 | — | — | — | — | — | — | — | — | 3.99 | 2.6 | — | — | |
| CDTeacher→Student=LGCN→LGCN2025.09 | 3.42 | 6.69 | — | — | — | — | — | — | — | — | 3.85 | 2.47 | — | — | |
| StudentTeacher→Student=HSTU→HSTU2025.09 | 3.42 | 6.64 | — | — | — | — | — | — | — | — | 3.91 | 2.54 | — | — | |
| CDTeacher→Student=LGCN→MF2025.09 | 3.42 | 6.1 | — | — | — | — | — | — | — | — | 3.68 | 2.47 | — | — | |
| DCDTeacher→Student=LGCN→LGCN2025.09 | 3.4 | 6.76 | — | — | — | — | — | — | — | — | 4.03 | 2.47 | — | — | |
| RRDTeacher→Student=LGCN→MF2025.09 | 3.4 | 6.22 | — | — | — | — | — | — | — | — | 3.77 | 2.49 | — | — | |
| TeacherTeacher→Student=MF→MF2025.09 | 3.39 | 6.6 | — | — | — | — | — | — | — | — | 3.94 | 2.53 | — | — | |
| RRDTeacher→Student=LGCN→LGCN2025.09 | 3.38 | 6.71 | — | — | — | — | — | — | — | — | 3.91 | 2.45 | — | — | |
| NGCF2026.03 | 3.36 | 6.81 | — | — | — | — | — | — | — | — | — | — | 10.19 | 4.19 | |
| HetCompTeacher→Student=MF→MF2025.09 | 3.31 | 6.44 | — | — | — | — | — | — | — | — | 3.83 | 2.45 | — | — | |
| DCDTeacher→Student=MF→MF2025.09 | 3.3 | 6.39 | — | — | — | — | — | — | — | — | 3.77 | 2.4 | — | — | |
| TARecTeacher→Student=MF→MF2025.09 | 3.27 | 6.35 | — | — | — | — | — | — | — | — | 3.8 | 2.41 | — | — | |
| SLRec2026.03 | 3.27 | 6.65 | — | — | — | — | — | — | — | — | — | — | 10.32 | 4.18 | |
| RRDTeacher→Student=MF→MF2025.09 | 3.19 | 6.26 | — | — | — | — | — | — | — | — | 3.62 | 2.3 | — | — | |
| CDTeacher→Student=MF→MF2025.09 | 3.1 | 6.08 | — | — | — | — | — | — | — | — | 3.7 | 2.36 | — | — | |
| StudentTeacher→Student=LGCN→LGCN2025.09 | 3.08 | 6.21 | — | — | — | — | — | — | — | — | 3.63 | 2.35 | — | — | |
| StudentTeacher→Student=MF→MF2025.09 | 2.99 | 5.86 | — | — | — | — | — | — | — | — | 3.48 | 2.22 | — | — | |
| StudentTeacher→Student=LGCN→MF2025.09 | 2.99 | 5.86 | — | — | — | — | — | — | — | — | 3.48 | 2.22 | — | — | |
| StudentTeacher→Student=HSTU→MF2025.09 | 2.99 | 5.86 | — | — | — | — | — | — | — | — | 3.48 | 2.22 | — | — | |
| STGCN2026.03 | 2.82 | 5.62 | — | — | — | — | — | — | — | — | — | — | 8.56 | 3.55 | |
| GCMC2026.03 | 2.8 | 5.84 | — | — | — | — | — | — | — | — | — | — | 8.91 | 3.6 | |
| BiasMF2026.03 | 2.64 | 5.32 | — | — | — | — | — | — | — | — | — | — | 8.02 | 3.21 | |
| PinSage2026.03 | 2.45 | 5.1 | — | — | — | — | — | — | — | — | — | — | 7.43 | 3.15 | |
| AutoR2026.03 | 2.22 | 4.91 | — | — | — | — | — | — | — | — | — | — | 6.92 | 2.68 | |
| NCF2026.03 | 1.43 | 3.04 | — | — | — | — | — | — | — | — | — | — | 4.87 | 1.87 | |
| BERT4Rec (+E-BPR)Backbone=BERT4Rec, Variant=+E-BPR2026.02 | — | — | — | — | — | — | — | — | — | — | 1.26 | 0.6 | — | — | |
| BERT4Rec (+LoRA)Backbone=BERT4Rec, Variant=+LoRA2026.02 | — | — | — | — | — | — | — | — | — | — | 0.86 | 0.41 | — | — | |
| BERT4Rec (+LoRA+LwF)Backbone=BERT4Rec, Variant=+LoRA+LwF2026.02 | — | — | — | — | — | — | — | — | — | — | 1.45 | 0.69 | — | — | |
| BERT4Rec (+LoRA+Replay)Backbone=BERT4Rec, Variant=+LoRA+Replay2026.02 | — | — | — | — | — | — | — | — | — | — | 0.88 | 0.43 | — | — | |
| BERT4Rec (+LSAT)Backbone=BERT4Rec, Variant=+LSAT2026.02 | — | — | — | — | — | — | — | — | — | — | 1.76 | 0.86 | — | — | |
| BERT4Rec (+MoLE)Backbone=BERT4Rec, Variant=+MoLE2026.02 | — | — | — | — | — | — | — | — | — | — | 1.7 | 0.83 | — | — | |
| BERT4Rec (+RAIE)Backbone=BERT4Rec, Variant=+RAIE2026.02 | — | — | — | — | — | — | — | — | — | — | 1.95 | 0.95 | — | — | |
| BERT4Rec (Base)Backbone=BERT4Rec, Variant=Base2026.02 | — | — | — | — | — | — | — | — | — | — | 0.94 | 0.47 | — | — | |
| HNSBackbone=BPR2026.02 | — | — | — | — | — | — | 8.5 | 11.5 | 6.9 | 3.6 | — | — | — | — | |
| HNSBackbone=NeuMF2026.02 | — | — | — | — | — | — | 6.9 | 9.3 | 5.6 | 2.9 | — | — | — | — | |
| HNSBackbone=DMF2026.02 | — | — | — | — | — | — | 6.9 | 9.4 | 6.1 | 3.7 | — | — | — | — | |
| HNSBackbone=NGCF2026.02 | — | — | — | — | — | — | 8 | 10.7 | 6.5 | 3.4 | — | — | — | — | |
| HNSBackbone=LightGCN2026.02 | — | — | — | — | — | — | 8.4 | 11.8 | 7.1 | 3.5 | — | — | — | — | |
| HNSBackbone=LightGCL2026.02 | — | — | — | — | — | — | 8.7 | 11.8 | 7.2 | 3.5 | — | — | — | — | |
| ICPNSBackbone=BPR2026.02 | — | — | — | — | — | — | 8.2 | 11.3 | 6.8 | 3.5 | — | — | — | — | |
| ICPNSBackbone=NeuMF2026.02 | — | — | — | — | — | — | 6.4 | 7.9 | 4.9 | 2.5 | — | — | — | — | |
| ICPNSBackbone=DMF2026.02 | — | — | — | — | — | — | 6.5 | 9.3 | 5.4 | 3.1 | — | — | — | — | |
| ICPNSBackbone=NGCF2026.02 | — | — | — | — | — | — | 8.6 | 12.3 | 7.3 | 3.7 | — | — | — | — |