Ratatouille: A tool for Novel Recipe Generation
This addresses the need for automated recipe creation in natural language processing, but it appears incremental as it applies existing methods to a specific domain.
The authors tackled the problem of generating novel cooking recipes by training deep learning models like LSTMs and GPT-2 on a large dataset of online recipes, resulting in a web-based tool called Ratatouille for this purpose.
Due to availability of a large amount of cooking recipes online, there is a growing interest in using this as data to create novel recipes. Novel Recipe Generation is a problem in the field of Natural Language Processing in which our main interest is to generate realistic, novel cooking recipes. To come up with such novel recipes, we trained various Deep Learning models such as LSTMs and GPT-2 with a large amount of recipe data. We present Ratatouille (https://cosylab.iiitd.edu.in/ratatouille2/), a web based application to generate novel recipes.