Sequential Recommendation on Toys (test)
5.55NDCG@10RPG
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| RPG2026.02 | 5.55 | 6.5 | 8.42 | 10.77 | 4.93 | 6.14 | — | — | |
| CAMMSR2026.03 | 5.42 | — | — | — | 4.77 | — | 4.21 | 4.49 | |
| TASIFSide Information=Yes2025.12 | 5.29 | — | 10.84 | 15.11 | — | 6.36 | — | — | |
| MSSRSide Information=Yes2025.12 | 5.07 | — | 10.17 | 14.05 | — | 6.05 | — | — | |
| DIFFSide Information=Yes2025.12 | 5.07 | — | 9.28 | 13.22 | — | 6.03 | — | — | |
| DIF-SRSide Information=Yes2025.12 | 5.06 | — | 10.1 | 13.77 | — | 5.98 | — | — | |
| FDSASide Information=Yes2025.12 | 4.97 | — | 8.81 | 11.64 | — | 5.63 | — | — | |
| ASIFSide Information=Yes2025.12 | 4.96 | — | 10.07 | 13.93 | — | 5.93 | — | — | |
| IISAN2026.03 | 4.89 | — | — | — | 3.95 | — | 3.54 | 3.93 | |
| M3SRec2026.03 | 4.86 | — | — | — | 4.16 | — | 3.63 | 3.91 | |
| FindRec2026.03 | 4.8 | — | — | — | 3.9 | — | 3.57 | 3.89 | |
| NOVA2026.03 | 4.78 | — | — | — | 3.81 | — | 2.88 | 3.28 | |
| S3RecSide Information=Yes2025.12 | 4.76 | — | 9.4 | 13.04 | — | 5.68 | — | — | |
| NOVASide Information=Yes2025.12 | 4.76 | — | 9.65 | 13.32 | — | 5.68 | — | — | |
| DLFS-RecSide Information=Yes2025.12 | 4.75 | — | 9.07 | 12.25 | — | 5.55 | — | — | |
| MMMLP2026.03 | 4.66 | — | — | — | 3.78 | — | 3.44 | 3.77 | |
| BSARecSide Information=No2025.12 | 4.6 | — | 9.42 | 12.77 | — | 5.44 | — | — | |
| SETRec2026.02 | 4.56 | 5.6 | 8.66 | 12.34 | 3.58 | 5.49 | — | — | |
| SETRec + CAREinstantiated on=SETRec2026.02 | 4.53 | 5.85 | 8.78 | 12.43 | 3.59 | 5.45 | — | — | |
| TiSASRecSide Information=No2025.12 | 4.51 | — | 9.02 | 12.12 | — | 5.28 | — | — | |
| LRURec2026.03 | 4.46 | — | — | — | 3.62 | — | 2.78 | 3.12 | |
| FMLP-RecSide Information=No2025.12 | 4.45 | — | 9.02 | 12.49 | — | 5.34 | — | — | |
| DIF-SR2026.03 | 4.44 | — | — | — | 3.59 | — | 2.84 | 3.18 | |
| FEARec2026.03 | 4.42 | — | — | — | 3.54 | — | 2.66 | 3.02 | |
| SASRecSide Information=No2025.12 | 4.35 | — | 8.68 | 11.93 | — | 5.17 | — | — | |
| HSTUparameter count=0.5B2026.02 | 4.28 | 5.27 | 6.62 | 8.23 | 3.85 | 4.69 | — | — | |
| MISSRec2026.03 | 4.14 | — | — | — | 3.23 | — | 2.35 | 2.7 | |
| SASRec2026.03 | 4.11 | — | — | — | 3.48 | — | 2.57 | 2.95 | |
| TiCoSeRec2026.03 | 4.04 | — | — | — | 3.36 | — | 2.8 | 3.11 | |
| SASRec_fSide Information=Yes2025.12 | 3.99 | — | 7.07 | 10.33 | — | 4.81 | — | — | |
| TedRec2026.03 | 3.97 | — | — | — | 3.18 | — | 2.65 | 2.97 | |
| UniSRec2026.03 | 3.84 | — | — | — | 2.76 | — | 1.94 | 2.39 | |
| GRU4Rec2026.03 | 2.89 | — | — | — | 2.36 | — | 2.01 | 2.22 | |
| GRU4Rec_fSide Information=Yes2025.12 | 2.7 | — | 5.06 | 7.68 | — | 3.36 | — | — | |
| GRU4RecSide Information=No2025.12 | 2.26 | — | 4.22 | 6.42 | — | 2.81 | — | — | |
| ReaRec*2026.02 | 1.43 | 1.67 | 2.63 | 4.22 | 1.12 | 1.83 | — | — |