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Interests in the automatic generation of cooking recipes have been growing steadily over the past few years thanks to a large amount of online cooking recipes. We present RecipeGPT, a novel online recipe generation and evaluation system.…

Computation and Language · Computer Science 2020-10-28 Helena H. Lee , Ke Shu , Palakorn Achananuparp , Philips Kokoh Prasetyo , Yue Liu , Ee-Peng Lim , Lav R. Varshney

Automatic food recipe generation methods provide a creative tool for chefs to explore and to create new, and interesting culinary delights. Given the recent success of large language models (LLMs), they have the potential to create new…

Computation and Language · Computer Science 2024-01-11 Karan Taneja , Richard Segal , Richard Goodwin

With their remarkably improved text generation and prompting capabilities, large language models can adapt existing written information into forms that are easier to use and understand. In our work, we focus on recipes as an example of…

Computation and Language · Computer Science 2023-06-27 Alyssa Hwang , Bryan Li , Zhaoyi Hou , Dan Roth

Food is essential to human survival. So much so that we have developed different recipes to suit our taste needs. In this work, we propose a novel way of creating new, fine-dining recipes from scratch using Transformers, specifically…

Computation and Language · Computer Science 2022-09-27 Konstantinos Katserelis , Konstantinos Skianis

Food is significant to human daily life. In this paper, we are interested in learning structural representations for lengthy recipes, that can benefit the recipe generation and food cross-modal retrieval tasks. Different from the common…

Computer Vision and Pattern Recognition · Computer Science 2022-08-02 Hao Wang , Guosheng Lin , Steven C. H. Hoi , Chunyan Miao

Recipe generation from food images and ingredients is a challenging task, which requires the interpretation of the information from another modality. Different from the image captioning task, where the captions usually have one sentence,…

Computer Vision and Pattern Recognition · Computer Science 2022-02-17 Hao Wang , Guosheng Lin , Steven C. H. Hoi , Chunyan Miao

Existing approaches to recipe generation are unable to create recipes for users with culinary preferences but incomplete knowledge of ingredients in specific dishes. We propose a new task of personalized recipe generation to help these…

Computation and Language · Computer Science 2019-09-04 Bodhisattwa Prasad Majumder , Shuyang Li , Jianmo Ni , Julian McAuley

This paper presents FASTFOOD, a rule-based Natural Language Generation Program for cooking recipes. Recipes are generated by using an Automated Theorem Proving procedure to select the ingredients and instructions, with ingredients…

Computation and Language · Computer Science 2022-03-08 Louis Mahon , Carl Vogel

Sharing food has become very popular with the development of social media. For many real-world applications, people are keen to know the underlying recipes of a food item. In this paper, we are interested in automatically generating cooking…

Computer Vision and Pattern Recognition · Computer Science 2020-09-03 Hao Wang , Guosheng Lin , Steven C. H. Hoi , Chunyan Miao

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…

Computation and Language · Computer Science 2024-12-09 Thevin Senath , Kumuthu Athukorala , Ransika Costa , Surangika Ranathunga , Rishemjit Kaur

In the rapidly evolving landscape of online recipe sharing within a globalized context, there has been a notable surge in research towards comprehending and generating food recipes. Recent advancements in large language models (LLMs) like…

Computation and Language · Computer Science 2024-09-02 Fnu Mohbat , Mohammed J. Zaki

Recipe is a set of instructions that describes how to make food. It can help people from the preparation of ingredients, food cooking process, etc. to prepare the food, and increasingly in demand on the Web. To help users find the vast…

Multimedia · Computer Science 2023-10-25 Jialiang Shi , Takahiro Komamizu , Keisuke Doman , Haruya Kyutoku , Ichiro Ide

Recipe image generation is an important challenge in food computing, with applications from culinary education to interactive recipe platforms. However, there is currently no real-world dataset that comprehensively connects recipe goals,…

Computer Vision and Pattern Recognition · Computer Science 2025-03-10 Ruoxuan Zhang , Hongxia Xie , Yi Yao , Jian-Yu Jiang-Lin , Bin Wen , Ling Lo , Hong-Han Shuai , Yung-Hui Li , Wen-Huang Cheng

Given the potential applications of generating recipes from food images, this area has garnered significant attention from researchers in recent years. Existing works for recipe generation primarily utilize a two-stage training method,…

Computer Vision and Pattern Recognition · Computer Science 2024-12-12 Guoshan Liu , Hailong Yin , Bin Zhu , Jingjing Chen , Chong-Wah Ngo , Yu-Gang Jiang

Molecular gastronomy is a distinct sub-discipline of food science that takes an active role in examining chemical and physical properties of ingredients and as such lends itself to more scientific approaches to finding novel ingredient…

Social and Information Networks · Computer Science 2016-02-12 Aleksander Ključevšek , Luka Krapić

This work-in-progress investigates the memorization, creativity, and nonsense found in cooking recipes generated from Large Language Models (LLMs). Precisely, we aim (i) to analyze memorization, creativity, and non-sense in LLMs using a…

Computation and Language · Computer Science 2025-07-01 Jan Kvapil , Martin Fajcik

Large Language Models (LLMs) excel at many tasks, yet they struggle to produce truly creative, diverse ideas. In this paper, we introduce a novel approach that enhances LLM creativity. We apply LLMs for translating between natural language…

Computation and Language · Computer Science 2025-09-30 Moran Mizrahi , Chen Shani , Gabriel Stanovsky , Dan Jurafsky , Dafna Shahaf

The AI community has embraced multi-sensory or multi-modal approaches to advance this generation of AI models to resemble expected intelligent understanding. Combining language and imagery represents a familiar method for specific tasks…

Computation and Language · Computer Science 2023-04-06 David Noever , Samantha Elizabeth Miller Noever

Cooking recipes are challenging to translate to robot plans as they feature rich linguistic complexity, temporally-extended interconnected tasks, and an almost infinite space of possible actions. Our key insight is that combining a source…

Robotics · Computer Science 2024-03-08 Angelos Mavrogiannis , Christoforos Mavrogiannis , Yiannis Aloimonos

We propose a novel system which can transform a recipe into any selected regional style (e.g., Japanese, Mediterranean, or Italian). This system has two characteristics. First the system can identify the degree of regional cuisine style…

Computers and Society · Computer Science 2018-06-26 Masahiro Kazama , Minami Sugimoto , Chizuru Hosokawa , Keisuke Matsushima , Lav R. Varshney , Yoshiki Ishikawa
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