Sequential Recommendation on Arts
10NDCG@5OD-LLM
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| OD-LLM2026.01 | 10 | 11.73 | 14.34 | 10.84 | — | — | — | — | |
| LC-Rec2026.01 | 8.24 | 10.07 | 12.51 | 9.02 | — | — | — | — | |
| TIGER2026.01 | 6.31 | 7.88 | 10.12 | 7.03 | — | — | — | — | |
| FDSA2026.01 | 5.95 | 7.34 | 9.33 | 6.6 | — | — | — | — | |
| GRU4Rec2026.01 | 5.9 | 7.49 | 9.64 | 6.59 | — | — | — | — | |
| S3-Rec2026.01 | 5.21 | 7.67 | 10.51 | 6.12 | — | — | — | — | |
| SASRec2026.01 | 5.08 | 7.57 | 10.16 | 5.92 | — | — | — | — | |
| HGN2026.01 | 4.62 | 6.22 | 8.75 | 5.44 | — | — | — | — | |
| Bert4Rec2026.01 | 4.51 | 5.59 | 7.13 | 5 | — | — | — | — | |
| Caser2026.01 | 2.62 | 3.79 | 5.41 | 3.13 | — | — | — | — | |
| ManCAR2026.02 | 0.87 | — | — | 1.14 | 1.41 | 2.25 | — | — | |
| LARES2026.02 | 0.77 | — | — | 1.01 | 1.19 | 1.96 | — | — | |
| PRL2026.02 | 0.72 | — | — | 0.97 | 1.18 | 1.96 | — | — | |
| PLR2026.02 | 0.68 | — | — | 0.92 | 1.06 | 1.81 | — | — | |
| ERL2026.02 | 0.52 | — | — | 0.82 | 0.86 | 1.77 | — | — | |
| ContextBERT4Rec2026.02 | 0.44 | — | — | 0.59 | 0.82 | 1.29 | — | — | |
| SASRec2026.02 | 0.19 | — | — | 0.26 | 0.37 | 0.57 | — | — | |
| BERT4Rec2026.02 | 0.14 | — | — | 0.23 | 0.28 | 0.55 | — | — | |
| MISSRecmode=fine-tuning2025.06 | — | — | — | — | — | — | 166 | 25.15 | |
| MMM4Recmode=fine-tuning2025.06 | — | — | — | — | — | — | 5 | 14.92 | |
| MMSRecmode=fine-tuning2025.06 | — | — | — | — | — | — | 67 | 33.81 |