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Recommendation on Yelp Cold-Start User

15Avg. HR@{1,3,5}MF
0.7524.4518.1511.849Feb 11, 2026

Evaluation results

MethodLinks
MFCategory=Traditional RS2026.0215
LightGCNCategory=DL-based RS2026.0215
ChainRecCategory=Ours2026.0213.7
CoTAgentCategory=Agentic RS2026.024.3
MemoryAgentCategory=Agentic RS2026.024.3
BaseAgentCategory=Agentic RS2026.024
CoTMemAgentCategory=Agentic RS2026.023.7
RecHackerCategory=Agentic RS2026.023
Agent4RecCategory=Agentic RS2026.022.7
Baseline666Category=Agentic RS2026.021.3
DummyAgentCategory=Agentic RS2026.021.3