Session Recommendation on ML-1M
59HR@5PO4ISR++
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PO4ISR++Category=LLM Methods2026.04 | 59 | 24 | 24 | 42.99 | 12.83 | |
| PO4ISRCategory=LLM Methods2026.04 | 55.1 | 20 | 20 | 38.1 | — | |
| NARMCategory=Single-Intent2026.04 | 52.3 | 16.92 | 16.92 | 35.01 | — | |
| STAMPCategory=Single-Intent2026.04 | 50.78 | 15.84 | 15.84 | 33.67 | — | |
| MCPRNCategory=Multi-Intent2026.04 | 49.98 | 14.98 | 14.98 | 32.56 | — | |
| HIDECategory=Multi-Intent2026.04 | 49.32 | 14.9 | 14.9 | 32.16 | — | |
| GCE-GNNCategory=Multi-Intent2026.04 | 47.88 | 14.34 | 14.34 | 31.57 | — | |
| FPMCCategory=Conventional2026.04 | 37.48 | 11.32 | 11.32 | 24.64 | — | |
| SKNNCategory=Conventional2026.04 | 36 | 12.7 | 12.7 | 25.3 | — | |
| LLM4RSRCategory=LLM Methods2026.04 | 24.92 | — | — | 17.37 | — | |
| NIRCategory=LLM Methods2026.04 | 23.26 | 5.72 | 5.72 | 14.36 | — | |
| MostPopCategory=Conventional2026.04 | 0.7 | 0.04 | 0.04 | 0.53 | — |