mlsanityData to 14 Oct 2026

Towards an Action-Centric Ontology for Cooking Procedures Using Temporal Graphs

arXiv 2509.04159 ↗First posted 4 Sep 2025cs.AI cs.CLcited by 0

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Abstract (arXiv)

Formalizing cooking procedures remains a challenging task due to their inherent complexity and ambiguity. We introduce an extensible domain-specific language for representing recipes as directed action graphs, capturing processes, transfers, environments, concurrency, and compositional structure. Our approach enables precise, modular modeling of complex culinary workflows. Initial manual evaluation on a full English breakfast recipe demonstrates the DSL's expressiveness and suitability for future automated recipe analysis and execution. This work represents initial steps towards an action-centric ontology for cooking, using temporal graphs to enable structured machine understanding, precise interpretation, and scalable automation of culinary processes - both in home kitchens and professional culinary settings.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 3 of its 12 references that are in the map. First posted on arXiv 4 Sep 2025.

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3 of 12 references.

References · 3

  1. 2021Learning Structural Representations for Recipe Generation and Food Retrievalcited by 17
  2. 2022Learning Program Representations for Food Images and Cooking Recipescited by 16
  3. 2020A Named Entity Based Approach to Model Recipescited by 6

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