Recommendation on Games (HR@1, HR@5, NDCG@1, NDCG@5)
63.26HR@1OSA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| OSAModel Category=Hybrid2026.05 | 63.26 | — | — | — | |
| LLaRAModel Category=Hybrid2026.05 | 58.35 | — | — | — | |
| SASRecModel Category=CF-only2026.05 | 52.16 | — | — | — | |
| A-LLMRecModel Category=Hybrid2026.05 | 50.82 | — | — | — | |
| CaserModel Category=CF-only2026.05 | 45.93 | — | — | — | |
| LLMGreenRecMethod Category=LLM-based Methods2026.03 | 45.8 | 74.3 | 45.8 | 61.43 | |
| TALLRecModel Category=LLM-only2026.05 | 45.68 | — | — | — | |
| GRU4RecModel Category=CF-only2026.05 | 40.9 | — | — | — | |
| PO4ISRMethod Category=LLM-based Methods2026.03 | 25.88 | 58.66 | 25.88 | 43.13 | |
| NIRMethod Category=LLM-based Methods2026.03 | 11.68 | 34.06 | 11.68 | 23.1 | |
| HIDEMethod Category=Multi-Intent Methods2026.03 | 6.96 | 26.94 | 6.96 | 16.62 | |
| GCE-GNNMethod Category=Single-Intent Methods2026.03 | 6.92 | 27.44 | 6.92 | 17.01 | |
| NARMMethod Category=Single-Intent Methods2026.03 | 5.72 | 25.74 | 5.72 | 15.34 | |
| STAMPMethod Category=Single-Intent Methods2026.03 | 5.56 | 25.86 | 5.56 | 15.55 | |
| Atten-MixerMethod Category=Multi-Intent Methods2026.03 | 5.3 | 24.72 | 5.3 | 14.75 | |
| LLMRankModel Category=LLM-only2026.05 | 5.28 | — | — | — | |
| MCPRNMethod Category=Multi-Intent Methods2026.03 | 5.22 | 24.16 | 5.22 | 14.32 | |
| FPMCMethod Category=Single-Intent Methods2026.03 | 4.98 | 25.64 | 4.98 | 15.08 | |
| SKNNMethod Category=Traditional Methods2026.03 | 0.2 | 0.2 | 0.2 | 0.2 |