Recommendation on Amazon Evolving-Interest Short (Avg. HR@{1,3,5})
74.3Avg HR@{1,3,5}ChainRec
Evaluation results
| Method | Links | |
|---|---|---|
| ChainRecCategory=Ours2026.02 | 74.3 | |
| Baseline666Category=Agentic RS2026.02 | 71.3 | |
| RecHackerCategory=Agentic RS2026.02 | 68 | |
| DummyAgentCategory=Agentic RS2026.02 | 65.7 | |
| LightGCNCategory=DL-based RS2026.02 | 59.1 | |
| MFCategory=Traditional RS2026.02 | 49.5 | |
| Agent4RecCategory=Agentic RS2026.02 | 46.3 | |
| BaseAgentCategory=Agentic RS2026.02 | 19.7 | |
| CoTMemAgentCategory=Agentic RS2026.02 | 18.7 | |
| MemoryAgentCategory=Agentic RS2026.02 | 17.7 | |
| CoTAgentCategory=Agentic RS2026.02 | 16 |