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Recommendation on Yelp Cold-Start Item

0.15Avg HR@1,3,5MF
0.001280.039890.07850.11711Feb 11, 2026

Evaluation results

MethodLinks
MFCategory=Traditional RS2026.020.15
LightGCNCategory=DL-based RS2026.020.15
ChainRecCategory=Ours2026.020.137
CoTAgentCategory=Agentic RS2026.020.043
MemoryAgentCategory=Agentic RS2026.020.043
CoTMemAgentCategory=Agentic RS2026.020.043
BaseAgentCategory=Agentic RS2026.020.04
RecHackerCategory=Agentic RS2026.020.033
Baseline666Category=Agentic RS2026.020.027
DummyAgentCategory=Agentic RS2026.020.027
Agent4RecCategory=Agentic RS2026.020.007