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.
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 …