Recommendation on Industrial (test)
0.0143Recall@20RecLM (LightGCN)
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| RecLM (LightGCN)Backbone=LightGCN, Setting=Full-Shot, Variant=Augment2024.12 | 0.0143 | 0.0225 | 0.0087 | 0.0107 | |
| RecLM (NCF)Backbone=NCF, Setting=Full-Shot, Variant=Augment2024.12 | 0.0133 | 0.0087 | 0.0206 | 0.0108 | |
| RecLM (SGL)Backbone=SGL, Setting=Full-Shot, Variant=Augment2024.12 | 0.0133 | 0.0221 | 0.008 | 0.0106 | |
| RecLM (LightGCN)Backbone=LightGCN, Setting=Zero-Shot, Variant=Augment2024.12 | 0.0133 | 0.0188 | 0.009 | 0.0106 | |
| RecLM (SimGCL)Backbone=SimGCL, Setting=Full-Shot, Variant=Augment2024.12 | 0.0128 | 0.0205 | 0.008 | 0.0099 | |
| RecLM (BiasMF)Backbone=BiasMF, Setting=Full-Shot, Variant=Augment2024.12 | 0.0121 | 0.0198 | 0.0074 | 0.0097 | |
| RecLM (SGL)Backbone=SGL, Setting=Zero-Shot, Variant=Augment2024.12 | 0.0111 | 0.0176 | 0.0066 | 0.0084 | |
| NCFBackbone=NCF, Setting=Full-Shot, Variant=Base2024.12 | 0.0102 | 0.0076 | 0.0188 | 0.0091 | |
| LightGCNBackbone=LightGCN, Setting=Full-Shot, Variant=Base2024.12 | 0.0096 | 0.0162 | 0.0059 | 0.0076 | |
| LightGCNBackbone=LightGCN, Setting=Zero-Shot, Variant=Base2024.12 | 0.0092 | 0.016 | 0.0051 | 0.007 | |
| RecLM (SimGCL)Backbone=SimGCL, Setting=Zero-Shot, Variant=Augment2024.12 | 0.0084 | 0.0137 | 0.0044 | 0.0059 | |
| BiasMFBackbone=BiasMF, Setting=Full-Shot, Variant=Base2024.12 | 0.0078 | 0.0143 | 0.0046 | 0.0066 | |
| SGLBackbone=SGL, Setting=Full-Shot, Variant=Base2024.12 | 0.0078 | 0.0138 | 0.005 | 0.0068 | |
| SimGCLBackbone=SimGCL, Setting=Zero-Shot, Variant=Base2024.12 | 0.0078 | 0.014 | 0.0042 | 0.0059 | |
| SGLBackbone=SGL, Setting=Zero-Shot, Variant=Base2024.12 | 0.0065 | 0.0114 | 0.0036 | 0.005 | |
| RecLM (BiasMF)Backbone=BiasMF, Setting=Zero-Shot, Variant=Augment2024.12 | 0.0056 | 0.0103 | 0.0026 | 0.004 | |
| RecLM (NCF)Backbone=NCF, Setting=Zero-Shot, Variant=Augment2024.12 | 0.0051 | 0.0031 | 0.0088 | 0.0041 | |
| NCFBackbone=NCF, Setting=Zero-Shot, Variant=Base2024.12 | 0.0044 | 0.0022 | 0.0056 | 0.0026 | |
| SimGCLBackbone=SimGCL, Setting=Full-Shot, Variant=Base2024.12 | 0.0042 | 0.0078 | 0.0026 | 0.0037 | |
| BiasMFBackbone=BiasMF, Setting=Zero-Shot, Variant=Base2024.12 | 0.0038 | 0.0068 | 0.002 | 0.0029 |