RecipeGPT: Generative Pre-training Based Cooking Recipe Generation and Evaluation System
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Abstract (arXiv)
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. The system provides two modes of text generations: (1) instruction generation from given recipe title and ingredients; and (2) ingredient generation from recipe title and cooking instructions. Its back-end text generation module comprises a generative pre-trained language model GPT-2 fine-tuned on a large cooking recipe dataset. Moreover, the recipe evaluation module allows the users to conveniently inspect the quality of the generated recipe contents and store the results for future reference. RecipeGPT can be accessed online at https://recipegpt.org/.
Key facts. Cited by 34 papers in the map (data through 14 Oct 2026). First posted on arXiv 5 Mar 2020.
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Citing papers per year: 2021: 5; 2022: 6; 2023: 6; 2024: 8; 2025: 8; 2026: 1.
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- 2023On the Creativity of Large Language Modelscited by 57
- 2021A Large-Scale Benchmark for Food Image Segmentationcited by 45
- 2023FoodLMM: A Versatile Food Assistant using Large Multi-modal Modelcited by 32
- 2021Creativity and Machine Learning: A Surveycited by 21
- 2022Why is constrained neural language generation particularly challenging?cited by 19
- 2024Text Generation: A Systematic Literature Review of Tasks, Evaluation, and Challengescited by 18
- 2021SHARE: a System for Hierarchical Assistive Recipe Editingcited by 15
- 2024LLaVA-Chef: A Multi-modal Generative Model for Food Recipescited by 14
- 2024ChefFusion: Multimodal Foundation Model Integrating Recipe and Food Image Generationcited by 11
- 2021Transferring Knowledge from Text to Video: Zero-Shot Anticipation for Procedural Actionscited by 10
- 2023Cultural Adaptation of Recipescited by 7
- 2022Counterfactual Recipe Generation: Exploring Compositional Generalization in a Realistic Scenariocited by 5
22 more
- 2022Plug-and-Play Recipe Generation with Content Planningcited by 5
- 2024Control Large Language Models via Divide and Conquercited by 5
- 2022Ratatouille: A tool for Novel Recipe Generationcited by 4
- 2022RecipeMind: Guiding Ingredient Choices from Food Pairing to Recipe Completion using Cascaded Set Transformercited by 4
- 2021ENCONTER: Entity Constrained Progressive Sequence Generation via Insertion-based Transformercited by 3
- 2024Monte Carlo Tree Search for Recipe Generation using GPT-2cited by 3
- 2024Retrieval Augmented Recipe Generationcited by 3
- 2025Can We Enhance Bug Report Quality Using LLMs?: An Empirical Study of LLM-Based Bug Report Generationcited by 3
- 2025Cooking Up Creativity: Enhancing LLM Creativity through Structured Recombinationcited by 3
- 2022Assistive Recipe Editing through Critiquingcited by 2
- 2023Assorted, Archetypal and Annotated Two Million (3A2M) Cooking Recipes Dataset based on Active Learningcited by 2
- 2023KitchenScale: Learning to predict ingredient quantities from recipe contextscited by 2
- 2024GIRT-Model: Automated Generation of Issue Report Templatescited by 2
- 2025KERL: Knowledge-Enhanced Personalized Recipe Recommendation using Large Language Modelscited by 2
- 2023Towards Consistent Language Models Using Declarative Constraintscited by 1
- 2025RecipeGen: A Benchmark for Real-World Recipe Image Generationcited by 1
- 2024Culinary Class Wars: Evaluating LLMs using ASH in Cuisine Transfer Taskcited by 0
- 2025RecipeGen: A Step-Aligned Multimodal Benchmark for Real-World Recipe Generationcited by 0
- 2025On Recipe Memorization and Creativity in Large Language Models: Is Your Model a Creative Cook, a Bad Cook, or Merely a Plagiator?cited by 0
- 2025The Digital Sous Chef -- A Comparative Study on Fine-Tuning Language Models for Recipe Generationcited by 0
- 2025LAPPI: Interactive Optimization with LLM-Assisted Preference-Based Problem Instantiationcited by 0
- 2026Learning Complementary Action Modeling from Automotive Maintenance Instructionscited by 0
- 2026Learning Complementary Action Modeling from Automotive Maintenance Instructions26 Jun 2026
- 2025LAPPI: Interactive Optimization with LLM-Assisted Preference-Based Problem Instantiation16 Dec 2025
- 2025The Digital Sous Chef -- A Comparative Study on Fine-Tuning Language Models for Recipe Generation20 Aug 2025
- 2025On Recipe Memorization and Creativity in Large Language Models: Is Your Model a Creative Cook, a Bad Cook, or Merely a Plagiator?30 Jun 2025
- 2025RecipeGen: A Step-Aligned Multimodal Benchmark for Real-World Recipe Generation7 Jun 2025
- 2025KERL: Knowledge-Enhanced Personalized Recipe Recommendation using Large Language Models20 May 2025
- 2025Cooking Up Creativity: Enhancing LLM Creativity through Structured Recombination29 Apr 2025
- 2025Can We Enhance Bug Report Quality Using LLMs?: An Empirical Study of LLM-Based Bug Report Generation26 Apr 2025
- 2025RecipeGen: A Benchmark for Real-World Recipe Image Generation7 Mar 2025
- 2024Retrieval Augmented Recipe Generation13 Nov 2024
- 2024Culinary Class Wars: Evaluating LLMs using ASH in Cuisine Transfer Task4 Nov 2024
- 2024Control Large Language Models via Divide and Conquer6 Oct 2024
22 more
- 2024ChefFusion: Multimodal Foundation Model Integrating Recipe and Food Image Generation18 Sep 2024
- 2024LLaVA-Chef: A Multi-modal Generative Model for Food Recipes29 Aug 2024
- 2024Text Generation: A Systematic Literature Review of Tasks, Evaluation, and Challenges24 May 2024
- 2024GIRT-Model: Automated Generation of Issue Report Templates4 Feb 2024
- 2024Monte Carlo Tree Search for Recipe Generation using GPT-210 Jan 2024
- 2023Towards Consistent Language Models Using Declarative Constraints24 Dec 2023
- 2023FoodLMM: A Versatile Food Assistant using Large Multi-modal Model22 Dec 2023
- 2023Cultural Adaptation of Recipes26 Oct 2023
- 2023KitchenScale: Learning to predict ingredient quantities from recipe contexts21 Apr 2023
- 2023On the Creativity of Large Language Models27 Mar 2023
- 2023Assorted, Archetypal and Annotated Two Million (3A2M) Cooking Recipes Dataset based on Active Learning27 Mar 2023
- 2022Plug-and-Play Recipe Generation with Content Planning9 Dec 2022
- 2022Counterfactual Recipe Generation: Exploring Compositional Generalization in a Realistic Scenario20 Oct 2022
- 2022RecipeMind: Guiding Ingredient Choices from Food Pairing to Recipe Completion using Cascaded Set Transformer14 Oct 2022
- 2022Why is constrained neural language generation particularly challenging?11 Jun 2022
- 2022Ratatouille: A tool for Novel Recipe Generation10 May 2022
- 2022Assistive Recipe Editing through Critiquing5 May 2022
- 2021Transferring Knowledge from Text to Video: Zero-Shot Anticipation for Procedural Actions6 Jun 2021
- 2021SHARE: a System for Hierarchical Assistive Recipe Editing17 May 2021
- 2021A Large-Scale Benchmark for Food Image Segmentation12 May 2021
- 2021Creativity and Machine Learning: A Survey6 Apr 2021
- 2021ENCONTER: Entity Constrained Progressive Sequence Generation via Insertion-based Transformer17 Mar 2021
- 2023FoodLMM: A Versatile Food Assistant using Large Multi-modal Modelcited by 32
- 2024Retrieval Augmented Recipe Generationcited by 3
- 2024Retrieval Augmented Recipe Generation13 Nov 2024
- 2023FoodLMM: A Versatile Food Assistant using Large Multi-modal Model22 Dec 2023
- 2023On the Creativity of Large Language Modelscited by 57
- 2021A Large-Scale Benchmark for Food Image Segmentationcited by 45
- 2021Creativity and Machine Learning: A Surveycited by 21
- 2022Why is constrained neural language generation particularly challenging?cited by 19
- 2024Text Generation: A Systematic Literature Review of Tasks, Evaluation, and Challengescited by 18
- 2021SHARE: a System for Hierarchical Assistive Recipe Editingcited by 15
- 2024LLaVA-Chef: A Multi-modal Generative Model for Food Recipescited by 14
- 2024ChefFusion: Multimodal Foundation Model Integrating Recipe and Food Image Generationcited by 11
- 2021Transferring Knowledge from Text to Video: Zero-Shot Anticipation for Procedural Actionscited by 10
- 2023Cultural Adaptation of Recipescited by 7
- 2022Counterfactual Recipe Generation: Exploring Compositional Generalization in a Realistic Scenariocited by 5
- 2022Plug-and-Play Recipe Generation with Content Planningcited by 5
12 most cited of 32 All 32 (JSON)
- 2026Learning Complementary Action Modeling from Automotive Maintenance Instructions26 Jun 2026
- 2025LAPPI: Interactive Optimization with LLM-Assisted Preference-Based Problem Instantiation16 Dec 2025
- 2025The Digital Sous Chef -- A Comparative Study on Fine-Tuning Language Models for Recipe Generation20 Aug 2025
- 2025On Recipe Memorization and Creativity in Large Language Models: Is Your Model a Creative Cook, a Bad Cook, or Merely a Plagiator?30 Jun 2025
- 2025RecipeGen: A Step-Aligned Multimodal Benchmark for Real-World Recipe Generation7 Jun 2025
- 2025KERL: Knowledge-Enhanced Personalized Recipe Recommendation using Large Language Models20 May 2025
- 2025Cooking Up Creativity: Enhancing LLM Creativity through Structured Recombination29 Apr 2025
- 2025Can We Enhance Bug Report Quality Using LLMs?: An Empirical Study of LLM-Based Bug Report Generation26 Apr 2025
- 2025RecipeGen: A Benchmark for Real-World Recipe Image Generation7 Mar 2025
- 2024Culinary Class Wars: Evaluating LLMs using ASH in Cuisine Transfer Task4 Nov 2024
- 2024Control Large Language Models via Divide and Conquer6 Oct 2024
- 2024ChefFusion: Multimodal Foundation Model Integrating Recipe and Food Image Generation18 Sep 2024
12 newest of 32 All 32 (JSON)