Sequential Recommendation on Steam
100Valid RatioGRU4Rec
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GRU4RecMethod Category=Traditional2024.08 | 100 | 41.68 | 28.3 | |
| CaserMethod Category=Traditional2024.08 | 100 | 43.68 | 20.51 | |
| SASRecMethod Category=Traditional2024.08 | 100 | 40.1 | 31.27 | |
| MoRecMethod Category=LLM-based2024.08 | 100 | 39.11 | 34.59 | |
| GRU4RecCategory=Traditional2026.05 | 100 | 41.68 | — | |
| CaserCategory=Traditional2026.05 | 100 | 43.68 | — | |
| SASRecCategory=Traditional2026.05 | 100 | 40.1 | — | |
| MoRecCategory=LLM-based2026.05 | 100 | 39.11 | — | |
| iLoRAMethod Category=Ours2024.08 | 99.81 | 52.64 | — | |
| LLARAMethod Category=LLM-based2024.08 | 99.75 | 49.49 | 6.36 | |
| LLaRACategory=LLM-based2026.05 | 99.58 | 50.51 | — | |
| TALLRECMethod Category=LLM-based2024.08 | 98.4 | 46.37 | 13.52 | |
| TALLRecCategory=LLM-based2026.05 | 98.4 | 46.37 | — | |
| ChatRecMethod Category=LLM-based2024.08 | 97.98 | 36.26 | 45.17 | |
| DynamicPOCategory=PO-based2026.05 | 97.89 | 69.9 | — | |
| DMPOCategory=PO-based2026.05 | 97.04 | 63.83 | — | |
| Llama2Method Category=LLM-based2024.08 | 16.53 | 1.35 | 3,799.26 |