Recommendation on Sports
34.576nDCG@10HyperML
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| HyperMLEmbedding Size=64, Batch Size=5122018.09 | 34.576 | 48.262 | — | — | |
| MF-BPREmbedding Size=64, Batch Size=5122018.09 | 26.13 | 38.553 | — | — | |
| MLPEmbedding Size=64, Batch Size=5122018.09 | 24.431 | 37.015 | — | — | |
| LRMLEmbedding Size=64, Batch Size=5122018.09 | 22.938 | 33.667 | — | — | |
| NCFEmbedding Size=64, Batch Size=5122018.09 | 20.268 | 30.232 | — | — | |
| CMLEmbedding Size=64, Batch Size=5122018.09 | 19.211 | 30.197 | — | — | |
| ISRFBackbone=T5-small, Reasoning LLM=DeepSeek-R1-14B, Semantic Embedding Module=EasyRec2026.03 | 0.5666 | 76.97 | 0.5535 | 67.66 | |
| ELMRecBackbone=T5-small2026.03 | 0.4852 | 64.79 | 0.4792 | 57.82 | |
| NCL2026.03 | 0.3551 | 55.92 | 0.3131 | 42.92 | |
| LightGCN2026.03 | 0.3418 | 54.36 | 0.3002 | 41.5 | |
| XSimGCL2026.03 | 0.2992 | 44.86 | 0.2689 | 35.47 | |
| SampleX2026.03 | 0.18 | 32.9 | 0.1505 | 23.62 | |
| PODBackbone=T5-small2026.03 | 0.1782 | 28.89 | 0.1539 | 21.05 | |
| RSL2026.03 | 0.1703 | 30.01 | 0.1502 | 20.92 | |
| P5Backbone=T5-small2026.03 | 0.1627 | 28.02 | 0.1355 | 19.55 | |
| MSLEnhanced with TCA=true2026.01 | 0.0338 | 4.56 | 0.0309 | 3.7 | |
| TallRecEnhanced with TCA=true2026.01 | 0.0299 | 3.79 | 0.0281 | 3.24 | |
| LlaraEnhanced with TCA=true2026.01 | 0.0286 | 3.76 | 0.0262 | 3.04 | |
| CollmEnhanced with TCA=true2026.01 | 0.0275 | 3.35 | 0.026 | 2.92 | |
| MSLEnhanced with TCA=false2026.01 | 0.0272 | 3.56 | 0.0259 | 3.14 | |
| SASRec2026.01 | 0.0232 | 3.78 | 0.0207 | 3.05 | |
| LlaraEnhanced with TCA=false2026.01 | 0.0208 | 3.06 | 0.0186 | 2.36 | |
| BERT4Rec2026.01 | 0.0142 | 2.83 | 0.0112 | 1.7 | |
| CollmEnhanced with TCA=false2026.01 | 0.0101 | 1.62 | 0.0084 | 1.08 | |
| TallRecEnhanced with TCA=false2026.01 | 0.0097 | 1.42 | 0.0085 | 1.05 | |
| RLMRec2026.01 | 0.0065 | 1.28 | 0.0049 | 0.77 | |
| AlphaRec2026.01 | 0.0031 | 0.83 | 0.0013 | 0.25 | |
| LightGCN2026.01 | 0.0011 | 0.28 | 0.0006 | 0.11 |