Direct Recommendation on Toys
58.93Hit Rate@5ISRF
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ISRFBackbone=T5-small, Reasoning LLM=DeepSeek-R1-14B, Semantic Embedding Module=EasyRec2026.03 | 58.93 | 47.37 | 67.33 | 48.57 | |
| ELMRecBackbone=T5-small2026.03 | 51.78 | 40.51 | 60.45 | 41.41 | |
| NCL2026.03 | 39.75 | 29.25 | 51.2 | 33.25 | |
| LightGCN2026.03 | 38.79 | 28.74 | 51.06 | 32.72 | |
| XSimGCL2026.03 | 33.51 | 26.14 | 41.86 | 28.85 | |
| SampleX2026.03 | 19.58 | 12.44 | 26.62 | 14.69 | |
| PODBackbone=T5-small2026.03 | 14.61 | 10.29 | 21.19 | 12.44 | |
| RSL2026.03 | 14.23 | 8.25 | 19.26 | 10.28 | |
| P5Backbone=T5-small2026.03 | 13.22 | 8.89 | 20.23 | 11.14 |