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Recommendation on Goodreads Evolving-Interest Long

70.3Avg HR@{1,3,5}ChainRec
15.90830.02944.1558.271Feb 11, 2026

Evaluation results

MethodLinks
ChainRecCategory=Ours2026.0270.3
RecHackerCategory=Agentic RS2026.0268.7
DummyAgentCategory=Agentic RS2026.0266.7
Baseline666Category=Agentic RS2026.0266
Agent4RecCategory=Agentic RS2026.0241.3
BaseAgentCategory=Agentic RS2026.0232
MFCategory=Traditional RS2026.0229.7
MemoryAgentCategory=Agentic RS2026.0229.3
CoTAgentCategory=Agentic RS2026.0224
CoTMemAgentCategory=Agentic RS2026.0223.3
LightGCNCategory=DL-based RS2026.0218