Sequential Recommendation on LastFM
100Validation RatioGRU4Rec
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GRU4RecMethod Category=Traditional2024.08 | 100 | 26.16 | 91.13 | |
| CaserMethod Category=Traditional2024.08 | 100 | 22.33 | 123.91 | |
| SASRecMethod Category=Traditional2024.08 | 100 | 22.33 | 123.91 | |
| ChatRecMethod Category=LLM-based2024.08 | 100 | 37.7 | 32.63 | |
| MoRecMethod Category=LLM-based2024.08 | 100 | 16.52 | 202.66 | |
| LLARAMethod Category=LLM-based2024.08 | 100 | 45.08 | 8.51 | |
| iLoRAMethod Category=Ours2024.08 | 100 | 50 | — | |
| GRU4RecCategory=Traditional2026.05 | 100 | 26.16 | — | |
| CaserCategory=Traditional2026.05 | 100 | 22.33 | — | |
| SASRecCategory=Traditional2026.05 | 100 | 22.33 | — | |
| MoRecCategory=LLM-based2026.05 | 100 | 16.52 | — | |
| DynamicPOCategory=PO-based2026.05 | 99.8 | 66.61 | — | |
| DMPOCategory=PO-based2026.05 | 99.24 | 58.48 | — | |
| TALLRECMethod Category=LLM-based2024.08 | 98.36 | 41.8 | 19.62 | |
| TALLRecCategory=LLM-based2026.05 | 98.36 | 41.8 | — | |
| LLaRACategory=LLM-based2026.05 | 97.54 | 52.46 | — | |
| Llama2Method Category=LLM-based2024.08 | 34.43 | 2.46 | 1,932.52 |