mlsanityData to 14 Oct 2026

Ratatouille: A tool for Novel Recipe Generation

arXiv 2206.08267 ↗First posted 10 May 2022cs.CLcited by 4

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Abstract (arXiv)

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.

Key facts. Cited by 4 papers in the map (data through 14 Oct 2026). Builds on 14 of its 25 references that are in the map. First posted on arXiv 10 May 2022.

Builds on

14 of 25 references.

References · 14

  1. 2018BERT: Pre-training of Deep Bidirectional Transformers for Language Understandingcited by 40,399
  2. 2019Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformercited by 14,599
  3. 2019RoBERTa: A Robustly Optimized BERT Pretraining Approachcited by 13,372
  4. 2019DialoGPT: Large-Scale Generative Pre-training for Conversational Response Generationcited by 842
  5. 2019CTRL: A Conditional Transformer Language Model for Controllable Generationcited by 762
  6. 2015LSTM: A Search Space Odysseycited by 316
  7. 2019Text Generation from Knowledge Graphs with Graph Transformerscited by 122
  8. 2018Recipe1M+: A Dataset for Learning Cross-Modal Embeddings for Cooking Recipes and Food Imagescited by 118
  9. 2019Generating Personalized Recipes from Historical User Preferencescited by 53
  10. 2018Inverse Cooking: Recipe Generation from Food Imagescited by 47
  11. 2020RecipeGPT: Generative Pre-training Based Cooking Recipe Generation and Evaluation Systemcited by 34
  12. 2018Discourse-Aware Neural Rewards for Coherent Text Generationcited by 28
2 more
  1. 2020Structure-Aware Generation Network for Recipe Generation from Imagescited by 19
  2. 2018Building Language Models for Text with Named Entitiescited by 15

Built on by

Cited by year (2026 to 14 Oct)

Citing papers per year: 2022: 1; 2023: 1; 2024: 0; 2025: 1; 2026: 1.

4 papers.

  1. 2023The Multimodal And Modular Ai Chef: Complex Recipe Generation From Imagerycited by 5
  2. 2022A generative grammar of cookingcited by 1
  3. 2025The Digital Sous Chef -- A Comparative Study on Fine-Tuning Language Models for Recipe Generationcited by 0
  4. 2026A framework for recipe data structure with applications for culinary and nutritional insightscited by 0