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ReaSeq: Unleashing World Knowledge via Reasoning for Sequential Modeling

Published in arXiv (Cornell University) • Dec 24, 2025
Authors:
Chuan Wang
,
Gaoming Yang
,
Han Wu

Abstract

Industrial recommender systems face two fundamental limitations under the log-driven paradigm: (1) knowledge poverty in ID-based item representations that causes brittle interest modeling under data sparsity, and (2) systemic blindness to beyond-log user interests that constrains model performance w...

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