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Recommendation on Yelp Evolving-Interest Long

42Avg HR@1,3,5MF
-1.689.662132.34Feb 11, 2026

Evaluation results

MethodLinks
MFCategory=Traditional RS2026.0242
LightGCNCategory=DL-based RS2026.0231.6
ChainRecCategory=Ours2026.0215.7
DummyAgentCategory=Agentic RS2026.0210.3
Agent4RecCategory=Agentic RS2026.0210
RecHackerCategory=Agentic RS2026.029.3
BaseAgentCategory=Agentic RS2026.025.7
MemoryAgentCategory=Agentic RS2026.025
CoTMemAgentCategory=Agentic RS2026.024.3
CoTAgentCategory=Agentic RS2026.023.3
Baseline666Category=Agentic RS2026.020