Recommendation on Books (test)
5.93NDCG@20SEATER (ours)
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| SEATER (ours)Category=Generative, Clustering=Greedy clustering algorithm2025.12 | 5.93 | 7.14 | 20 | 28.15 | 9.67 | 14.42 | — | — | |
| SEATER (original)Category=Generative, Status=reported in [15]2025.12 | 5.92 | 7.13 | 20.06 | 28.13 | 9.72 | 14.48 | — | — | |
| TIGERCategory=Generative, Status=reproduced2025.12 | 4.68 | 5.73 | 16.37 | 23.8 | 7.66 | 11.79 | — | — | |
| BERT4RecCategory=Dual-encoder, Status=reproduced2025.12 | 4.36 | 5.64 | 17.08 | 25.71 | 7.96 | 12.96 | — | — | |
| SASRecCategory=Dual-encoder, Status=reproduced2025.12 | 4.08 | 5.36 | 16.89 | 25.78 | 8.07 | 13.11 | — | — | |
| GRU4RecCategory=Dual-encoder, Status=reproduced2025.12 | 2.97 | 4.01 | 12.75 | 20.55 | 5.73 | 9.81 | — | — | |
| GPTRecCategory=Generative, Status=reproduced2025.12 | 2.71 | 3.73 | 11.81 | 19.62 | 5.33 | 9.38 | — | — | |
| TDMCategory=Tree-based, Status=reproduced2025.12 | 2.35 | 3.3 | 11.01 | 18.32 | 4.75 | 8.49 | — | — | |
| BIGRec2026.06 | — | — | — | — | — | — | 10.32 | 8.83 | |
| IntuRec-B2026.06 | — | — | — | — | — | — | 10.41 | 9 | |
| LatentR3-B2026.06 | — | — | — | — | — | — | 10.14 | 8.8 |