[PDF][PDF] Exploiting Food Embeddings for Ingredient Substitution.

C Pellegrini, E Özsoy, M Wintergerst, G Groh - HEALTHINF, 2021 - scitepress.org
Identifying ingredient substitutes for cooking recipes can be beneficial for various goals,
such as nutrient optimization or avoiding allergens. Natural language processing (NLP) …

Large Language Models for Ingredient Substitution in Food Recipes using Supervised Fine-tuning and Direct Preference Optimization

T Senath, K Athukorala, R Costa, S Ranathunga… - arXiv preprint arXiv …, 2024 - arxiv.org
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 …

[PDF][PDF] Recommender Systems in Food Retail: Modeling Repeat Purchase Decisions on Transaction Data of a Stationary Food Retailer.

T Neifer, D Lawo, G Stevens, A Boden… - ICE-B, 2021 - pdfs.semanticscholar.org
In the course of growing online retailing, recommendation systems have become
established that derive recommendations from customers' purchase histories …