Sequential Recommendation on Art (test)
0.0922Hit@5LC-Rec + ILRec
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| LC-Rec + ILRecBackbone LLM=Llama3.1-8B2026.02 | 0.0922 | 0.1118 | 0.0757 | 0.0821 | |
| LC-Rec + SPRecBackbone LLM=Llama3.1-8B2026.02 | 0.0875 | 0.1065 | 0.073 | 0.0786 | |
| LC-Rec + RosePOBackbone LLM=Llama3.1-8B2026.02 | 0.087 | 0.1053 | 0.0731 | 0.0783 | |
| LC-Rec + SDPOBackbone LLM=Llama3.1-8B2026.02 | 0.0868 | 0.1049 | 0.0727 | 0.0779 | |
| LC-RecBackbone LLM=Llama3.1-8B2026.02 | 0.0862 | 0.1045 | 0.0725 | 0.0778 | |
| BIGRec + ILRecBackbone LLM=Llama3.1-8B2026.02 | 0.0856 | 0.1045 | 0.0764 | 0.0852 | |
| BIGRec + SPRecBackbone LLM=Llama3.1-8B2026.02 | 0.081 | 0.0991 | 0.0722 | 0.0784 | |
| BIGRecBackbone LLM=Llama3.1-8B2026.02 | 0.0801 | 0.0979 | 0.0704 | 0.0768 | |
| BIGRec + SDPOBackbone LLM=Llama3.1-8B2026.02 | 0.0795 | 0.0981 | 0.0693 | 0.0762 | |
| BIGRec + RosePOBackbone LLM=Llama3.1-8B2026.02 | 0.0771 | 0.0927 | 0.0668 | 0.0732 | |
| SASRecType=Traditional sequential model2026.02 | 0.0682 | 0.0845 | 0.0541 | 0.0593 | |
| GRU4RecType=Traditional sequential model2026.02 | 0.0652 | 0.0786 | 0.0436 | 0.0577 | |
| CaserType=Traditional sequential model2026.02 | 0.0324 | 0.0524 | 0.0208 | 0.0271 |