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Recommendation on Yelp Evolving-Interest Short (Avg. HR@{1,3,5})

68.9Avg HR@{1,3,5}LightGCN
-2.75615.84734.4553.053Feb 11, 2026

Evaluation results

MethodLinks
LightGCNCategory=DL-based RS2026.0268.9
MFCategory=Traditional RS2026.0265.9
ChainRecCategory=Ours2026.0214
RecHackerCategory=Agentic RS2026.027.7
DummyAgentCategory=Agentic RS2026.026.3
Agent4RecCategory=Agentic RS2026.026
BaseAgentCategory=Agentic RS2026.024.3
MemoryAgentCategory=Agentic RS2026.024
CoTMemAgentCategory=Agentic RS2026.024
CoTAgentCategory=Agentic RS2026.023
Baseline666Category=Agentic RS2026.020