Sequential Recommendation on LastFM (HR/NDCG@10, 20)
5.32NDCG@10WPGRec
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| WPGRecprotocol=full-ranking2026.04 | 5.32 | 8.47 | 11.97 | 6.42 | |
| DGRecprotocol=full-ranking2026.04 | 4.95 | 7.85 | 10.37 | 5.87 | |
| TGSRecprotocol=full-ranking2026.04 | 4.94 | 7.83 | 10.35 | 5.72 | |
| SASRecRanking Protocol=Full-Catalog2026.06 | 4.29 | 7.71 | 11.1 | 5.13 | |
| BSARecprotocol=full-ranking2026.04 | 4.17 | 6.99 | 9.76 | 5.08 | |
| SASRec2026.05 | 3.32 | — | — | — | |
| FEARecprotocol=full-ranking2026.04 | 3.21 | 5.82 | 8.54 | 3.97 | |
| WaveRecprotocol=full-ranking2026.04 | 3.07 | 5.24 | 8.08 | 3.49 | |
| TGH-12026.05 | 3.07 | — | — | — | |
| FEARecRanking Protocol=Full-Catalog2026.06 | 2.92 | 5.32 | 8.17 | 3.63 | |
| TGH-22026.05 | 2.87 | — | — | — | |
| SRPFNRanking Protocol=Full-Catalog2026.06 | 2.71 | 5.96 | 9.27 | 3.52 | |
| SEM-NN2026.05 | 2.66 | — | — | — | |
| SGLprotocol=full-ranking2026.04 | 2.62 | 4.02 | 7.99 | 3.35 | |
| BERT4Recprotocol=full-ranking2026.04 | 2.61 | 4.96 | 8.01 | 3.37 | |
| ID+SEM2026.05 | 2.6 | — | — | — | |
| ContRectokenization=continuous, generative_model=dispersive diffusion2025.04 | 2.5 | 5.39 | 8.9 | 3.38 | |
| LLaRAtokenization=continuous2025.04 | 2.44 | 5.25 | 8.27 | 3.25 | |
| TokenRectokenization=multiple discrete tokens2025.04 | 2.38 | 4.89 | 7.55 | 3.11 | |
| CoLLMtokenization=continuous2025.04 | 2.28 | 4.68 | 7.32 | 3.05 | |
| TIGER*tokenization=discrete2025.04 | 2.26 | 4.67 | 7.49 | 3.06 | |
| LightGCN2026.05 | 2.22 | — | — | — | |
| POD2025.04 | 2.19 | 4.02 | 6.72 | 2.68 | |
| ID-LAST2026.05 | 2.11 | — | — | — | |
| SASRec2025.04 | 2.02 | 3.53 | 4.7 | 2.37 | |
| HSTU2026.05 | 2.01 | — | — | — | |
| DreamRec2025.04 | 1.98 | 3.59 | 4.93 | 2.44 | |
| SSD4Rec2025.04 | 1.95 | 3.58 | 4.69 | 2.35 | |
| GRU4Rec2025.04 | 1.91 | 3.4 | 4.67 | 2.39 | |
| P5tokenization=discrete2025.04 | 1.9 | 3.86 | 5.55 | 2.25 | |
| LETTER2026.05 | 1.79 | — | — | — | |
| SR-GNN2026.05 | 1.56 | — | — | — | |
| TIGER2026.05 | 1.45 | — | — | — |