List-wise Recommendation on LastFM
42.35Hit Ratio@1PIDLR
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PIDLRModel Category=LLM-based2026.01 | 42.35 | 99.14 | |
| GLRecModel Category=LLM-based2026.01 | 40.73 | 98.98 | |
| LLaRAModel Category=LLM-based2026.01 | 40.02 | 99.17 | |
| CoLaKGModel Category=LLM-based2026.01 | 39.87 | 100 | |
| TallRecModel Category=LLM-based2026.01 | 39.71 | 98.98 | |
| MoRecModel Category=LLM-based2026.01 | 31.63 | 100 | |
| KGATModel Category=Traditional2026.01 | 29.18 | 100 | |
| HGTModel Category=Traditional2026.01 | 28.14 | 100 | |
| GRU4RecModel Category=Traditional2026.01 | 28.09 | 100 | |
| LightGCNModel Category=Traditional2026.01 | 27.43 | 100 | |
| KGCLModel Category=Traditional2026.01 | 27.42 | 100 | |
| CaserModel Category=Traditional2026.01 | 27.38 | 100 | |
| NeuMFModel Category=Traditional2026.01 | 27.17 | 100 | |
| SimpleXModel Category=Traditional2026.01 | 26.18 | 100 | |
| SASRecModel Category=Traditional2026.01 | 22.08 | 100 | |
| LLaMA-3Model Category=LLM-based2026.01 | 5.39 | 82.02 |