Recommendation on Amazon Cold-Start Item
60Average HR@{1,3,5}ChainRec
Evaluation Results
| Method | Links | |
|---|---|---|
| ChainRecCategory=Ours2026.02 | 60 | |
| Baseline666Category=Agentic RS2026.02 | 48.7 | |
| RecHackerCategory=Agentic RS2026.02 | 47 | |
| DummyAgentCategory=Agentic RS2026.02 | 45 | |
| Agent4RecCategory=Agentic RS2026.02 | 28 | |
| MFCategory=Traditional RS2026.02 | 15 | |
| LightGCNCategory=DL-based RS2026.02 | 15 | |
| BaseAgentCategory=Agentic RS2026.02 | 14 | |
| CoTMemAgentCategory=Agentic RS2026.02 | 12 | |
| MemoryAgentCategory=Agentic RS2026.02 | 11 | |
| CoTAgentCategory=Agentic RS2026.02 | 9 |