Recommendation on Toys
0.1101Hit Ratio@10E-MMKGR
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| E-MMKGR2026.02 | 0.1101 | — | — | — | |
| FREEDOM2026.02 | 0.108 | — | — | — | |
| LGMRec2026.02 | 0.1005 | — | — | — | |
| LATTICE2026.02 | 0.094 | — | — | — | |
| GRCN2026.02 | 0.0874 | — | — | — | |
| DualGNN2026.02 | 0.0867 | — | — | — | |
| LightGCN2026.02 | 0.0845 | — | — | — | |
| BM32026.02 | 0.0761 | — | — | — | |
| MSLEnhanced with TCA=true2026.01 | 0.0584 | 0.0332 | 0.0375 | 0.0452 | |
| SASRec2026.01 | 0.0406 | 0.0218 | 0.0247 | 0.0316 | |
| TallRecEnhanced with TCA=true2026.01 | 0.0368 | 0.0224 | 0.0249 | 0.0292 | |
| LlaraEnhanced with TCA=true2026.01 | 0.035 | 0.0228 | 0.0244 | 0.0302 | |
| CollmEnhanced with TCA=true2026.01 | 0.0324 | 0.0206 | 0.0227 | 0.026 | |
| BERT4Rec2026.01 | 0.0304 | 0.0132 | 0.0174 | 0.0188 | |
| MSLEnhanced with TCA=false2026.01 | 0.0297 | 0.0145 | 0.0175 | 0.0204 | |
| CollmEnhanced with TCA=false2026.01 | 0.0292 | 0.016 | 0.0186 | 0.0209 | |
| LlaraEnhanced with TCA=false2026.01 | 0.0276 | 0.0161 | 0.0182 | 0.0212 | |
| TallRecEnhanced with TCA=false2026.01 | 0.017 | 0.0099 | 0.0116 | 0.012 | |
| RLMRec2026.01 | 0.016 | 0.0054 | 0.0076 | 0.009 | |
| AlphaRec2026.01 | 0.0041 | 0.001 | 0.0013 | 0.0022 | |
| LightGCN2026.01 | 0.0027 | 0.0005 | 0.0009 | 0.0017 |