Rating Simulation on Amazon Beauty
1.2486RMSERaw Recent Interactions
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Raw Recent Interactionsprofile=raw recent interactions as context2026.05 | 1.2486 | 0.4368 | |
| No Profileprofile=empty profile2026.05 | 1.2504 | 0.4376 | |
| RecAgentprofile=generated by RecAgent2026.05 | 1.2562 | 0.4447 | |
| APG4RecSimmerging=hybrid semantic-causal merging2026.05 | 1.3967 | 0.4404 | |
| Agent4Recprofile=generated by Agent4Rec2026.05 | 1.429 | 0.4595 | |
| APG4RecSimmerging=semantic merging only2026.05 | 1.4475 | 0.4538 |