LLMs For Warm and Cold Next-Item Recommendation: A Comparative Study across Zero-Shot Prompting, In-Context Learning and Fine-Tuning

Haya Halimeh, Florian Freese, Oliver Müller 0001. LLMs For Warm and Cold Next-Item Recommendation: A Comparative Study across Zero-Shot Prompting, In-Context Learning and Fine-Tuning. In Ivan Lukovic, Srdja Bjeladinovic, Boris Delibasic, Dusan Barac, Netta Iivari, Emilio Insfrán, Michael Lang 0001, Henry Linger, Christoph Schneider, editors, Empowering the Interdisciplinary Role of ISD in Addressing Contemporary Issues in Digital Transformation - Proceedings of the 33rd International Conference on Information Systems Development, ISD 2025, Belgrade, Serbia, September 3-5 2025. University of Gdańsk, University of Belgrade, Association for Information Systems, 2025. [doi]

Abstract

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