Sequential Recommendation on Toys (Recall/NDCG @5, @10)
6.01Recall@5FAIR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FAIR2025.12 | 6.01 | 8.36 | 4.14 | 4.9 | |
| RPGCategory=Generative2025.12 | 5.31 | 7.59 | 3.73 | 4.46 | |
| TIGERCategory=Generative2025.12 | 5.21 | 7.12 | 3.71 | 4.32 | |
| VQ-RecCategory=Generative2025.12 | 4.97 | 7.37 | 3.46 | 4.23 | |
| SASRecCategory=Traditional2025.12 | 4.63 | 6.75 | 3.06 | 3.74 | |
| S3-RecCategory=Traditional2025.12 | 4.43 | 7 | 2.94 | 3.76 | |
| HSTUCategory=Generative2025.12 | 4.33 | 6.69 | 2.81 | 3.57 | |
| RecJPQCategory=Generative2025.12 | 3.31 | 4.84 | 1.82 | 2.31 | |
| HGNCategory=Traditional2025.12 | 3.21 | 4.97 | 2.21 | 2.77 | |
| FDSACategory=Traditional2025.12 | 2.28 | 3.81 | 1.4 | 1.89 | |
| CaserCategory=Traditional2025.12 | 1.66 | 2.7 | 1.07 | 1.41 | |
| ManCAR2026.02 | 1.36 | 2.03 | 0.86 | 1.08 | |
| BERT4RecCategory=Traditional2025.12 | 1.16 | 2.03 | 0.71 | 0.99 | |
| LARES2026.02 | 1.15 | 1.8 | 0.61 | 0.82 | |
| ERL2026.02 | 1.02 | 1.6 | 0.54 | 0.73 | |
| GRU4RECCategory=Traditional2025.12 | 0.97 | 1.76 | 0.59 | 0.84 | |
| PLR2026.02 | 0.96 | 1.48 | 0.52 | 0.68 | |
| ContextBERT4Rec2026.02 | 0.89 | 1.26 | 0.51 | 0.63 | |
| BERT4Rec2026.02 | 0.86 | 1.27 | 0.45 | 0.59 | |
| PRL2026.02 | 0.82 | 1.36 | 0.46 | 0.64 | |
| SASRec2026.02 | 0.72 | 1.04 | 0.37 | 0.48 | |
| ISRFBackbone=DeepSeek-R1-14B2026.03 | 0.0741 | 0.0792 | 0.0641 | 0.0652 | |
| ELMRecBackbone=T5-small2026.03 | 0.0713 | 0.0764 | 0.0608 | 0.0618 | |
| PODBackbone=T5-small2026.03 | 0.0692 | 0.0744 | 0.0589 | 0.0601 | |
| ACERecID Type=Semantic ID-based2026.02 | 0.0688 | 0.0916 | 0.0505 | 0.0579 | |
| RSL2026.03 | 0.0676 | 0.0712 | 0.0583 | 0.0596 | |
| P5Backbone=T5-small2026.03 | 0.0648 | 0.0709 | 0.0567 | 0.0587 | |
| ELCRecID Type=Item ID-based2026.02 | 0.058 | 0.0815 | 0.0398 | 0.0474 | |
| ICLRecID Type=Item ID-based2026.02 | 0.0573 | 0.0812 | 0.0395 | 0.0472 | |
| RPGID Type=Semantic ID-based2026.02 | 0.0557 | 0.0777 | 0.0384 | 0.0454 | |
| TIGERID Type=Semantic ID-based2026.02 | 0.0521 | 0.0712 | 0.0371 | 0.0432 | |
| ActionPieceID Type=Semantic ID-based2026.02 | 0.0473 | 0.0725 | 0.031 | 0.0391 | |
| SASRecID Type=Item ID-based2026.02 | 0.0463 | 0.0675 | 0.0306 | 0.0374 | |
| SASRec2026.03 | 0.0463 | 0.0675 | 0.0306 | 0.0374 | |
| ETEGRecID Type=Semantic ID-based2026.02 | 0.0445 | 0.0716 | 0.0286 | 0.0373 | |
| S^3-RecID Type=Item ID-based2026.02 | 0.0443 | 0.07 | 0.0294 | 0.0376 | |
| HGNID Type=Item ID-based2026.02 | 0.0321 | 0.0497 | 0.0221 | 0.0277 | |
| FDSA2026.03 | 0.0228 | 0.0381 | 0.014 | 0.0189 | |
| HGN2026.03 | 0.0201 | 0.017 | 0.0141 | 0.03 | |
| Caser2026.03 | 0.0166 | 0.027 | 0.0107 | 0.0141 | |
| BERT4Rec2026.03 | 0.0116 | 0.0203 | 0.0071 | 0.0099 | |
| GRU4Rec2026.03 | 0.0099 | 0.0176 | 0.0059 | 0.0084 |