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paperGoogle Scholar·25 Oct 2026·J Wang, H Zhao, L Wu, B Lv, N Jia

EXPRESS: From Chit-Chat to Conversion: Cost-Efficient Conversational Recommendation via Retrospective Learning and Isolated Reflection

Cost-efficient conversational recommendation using retrospective learning and isolated reflection.

Depth 2/5Score 3.01

Abstract

Production and Operations … - journals.sagepub.com. … In implementation, the artifact instantiates these principles through parameter-efficient adaptation of open-source large language models and prompt-isolated role …