Pair-wise Recommendation on LastFM
80.28Hit Ratio@1PIDLR
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PIDLRModel Category=LLM-based2026.01 | 80.28 | 99.67 | |
| LLaRAModel Category=LLM-based2026.01 | 77.35 | 99.61 | |
| CoLaKGModel Category=LLM-based2026.01 | 77.29 | 100 | |
| GLRecModel Category=LLM-based2026.01 | 77.26 | 99.45 | |
| HGTModel Category=Traditional2026.01 | 77.24 | 100 | |
| SimpleXModel Category=Traditional2026.01 | 77.16 | 100 | |
| TallRecModel Category=LLM-based2026.01 | 76.97 | 99.71 | |
| LightGCNModel Category=Traditional2026.01 | 76.91 | 100 | |
| MoRecModel Category=LLM-based2026.01 | 76.08 | 100 | |
| KGATModel Category=Traditional2026.01 | 75.89 | 100 | |
| KGCLModel Category=Traditional2026.01 | 75.58 | 100 | |
| GRU4RecModel Category=Traditional2026.01 | 75.19 | 100 | |
| CaserModel Category=Traditional2026.01 | 74.21 | 100 | |
| NeuMFModel Category=Traditional2026.01 | 72.28 | 100 | |
| SASRecModel Category=Traditional2026.01 | 70.59 | 100 | |
| LLaMA-3Model Category=LLM-based2026.01 | 33.33 | 0.53 |