Large language models for ingredient substitution in food recipes using supervised fine-tuning and direct preference optimization

In this paper, we address the challenge of recipe personalization through ingredient substitution. We make use of Large Language Models (LLMs) to build an ingredient substitution system designed to predict plausible substitute ingredients within a given recipe context. Given that the use of LLMs for...

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Bibliographic Details
Main Authors: Thevin Senath, Kumuthu Athukorala, Ransika Costa, Surangika Ranathunga, Rishemjit Kaur
Format: Article
Language:English
Published: Elsevier 2025-09-01
Series:Natural Language Processing Journal
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2949719125000536
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