Recommendation on Yelp Cold-Start Item
0.15Avg HR@1,3,5MF
Evaluation Results
| Method | Links | |
|---|---|---|
| MFCategory=Traditional RS2026.02 | 0.15 | |
| LightGCNCategory=DL-based RS2026.02 | 0.15 | |
| ChainRecCategory=Ours2026.02 | 0.137 | |
| CoTAgentCategory=Agentic RS2026.02 | 0.043 | |
| MemoryAgentCategory=Agentic RS2026.02 | 0.043 | |
| CoTMemAgentCategory=Agentic RS2026.02 | 0.043 | |
| BaseAgentCategory=Agentic RS2026.02 | 0.04 | |
| RecHackerCategory=Agentic RS2026.02 | 0.033 | |
| Baseline666Category=Agentic RS2026.02 | 0.027 | |
| DummyAgentCategory=Agentic RS2026.02 | 0.027 | |
| Agent4RecCategory=Agentic RS2026.02 | 0.007 |