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A Graphical Formalism for Commonsense Reasoning with Recipes (2306.09042v1)

Published 15 Jun 2023 in cs.AI

Abstract: Whilst cooking is a very important human activity, there has been little consideration given to how we can formalize recipes for use in a reasoning framework. We address this need by proposing a graphical formalization that captures the comestibles (ingredients, intermediate food items, and final products), and the actions on comestibles in the form of a labelled bipartite graph. We then propose formal definitions for comparing recipes, for composing recipes from subrecipes, and for deconstructing recipes into subrecipes. We also introduce and compare two formal definitions for substitution into recipes which are required when there are missing ingredients, or some actions are not possible, or because there is a need to change the final product somehow.

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References (25)
  1. 2013. Workflow clustering using semantic similarity measures. In Proceedings of KI’13, volume 8077 of Lecture Notes in Computer Science, 13–24. Springer.
  2. 2021. Repurposing of resources: from everyday problem solving through to crisis management. CoRR abs/2109.08425.
  3. 2018. Recipescape: An interactive tool for analyzing cooking instructions at scale. In Proceedings of CHI’18, 1–12. Association for Computing Machinery.
  4. Chu, J. 2021. Recipe bot: The application of conversational ai in home cooking assistant. In Proceedings of ICBASE’21, 696–700. IEEE.
  5. 2018. Foodon: a harmonized food ontology to increase global food traceability, quality control and data integration. NPJ Science of Food 2.
  6. 2022. Food process ontology requirements. Semantic Web 1–32.
  7. 2012. Semi-automatic annotation process for procedural texts: An application on cooking recipes. CoRR abs/1209.5663.
  8. 2022. An update on cooking recipe generation with machine learning and natural language processing. In Proceedings of IEEE AIC’22, 739–744.
  9. 2019. FoodKG: A Semantics-Driven Knowledge Graph for Food Recommendation. In Proceedings of ISWC’19, 146–162. Springer-Verlag.
  10. 2022. Food recipe ingredient substitution ontology design pattern. Sensors 22(3):1095.
  11. 2013. Efficient estimation of word representations in vector space. CoRR 1301.3781.
  12. 2015. Cookingcake: A framework for the adaptation of cooking recipes represented as workflows. In Workshop Proceedings of ICCBR’15), volume 1520 of CEUR Workshop Proceedings, 221–232. CEUR-WS.org.
  13. 2016. Object replacement and object composition in a creative cognitive system. Towards a computational solver of the Alternative Uses Test. Cognitive Systems Research 39:15–32.
  14. 2022. A Rich Recipe Representation as Plan to Support Expressive Multi Modal Queries on Recipe Content and Preparation Process. CoRR abs/2203.17109.
  15. 2020. Multi-modal cooking workflow construction for food recipes. In Proceedings of ACM Multimedia’20, 1132–1141.
  16. 2021. Exploiting food embeddings for ingredient substitution. In Proceedings of the 14th International Joint Conference on Biomedical Engineering Systems and Technologies, BIOSTEC 2021, Volume 5: HEALTHINF, 67–77. SCITEPRESS.
  17. 2014. Glove: Global vectors for word representation. In Proceedings of EMNLP’14, 1532–1543. Association for Computational Linguistics.
  18. 2012. Extraction of procedural knowledge from the web: a comparison of two workflow extraction approaches. In Proceedings of WWW’12, 739–747. ACM.
  19. 2009. WISE: A workflow information search engine. In Proceedings of ICDE’09, 1491–1494. IEEE Computer Society.
  20. 2009. Finding replaceable materials in cooking recipe texts considering characteristic cooking actions. In Proceedings of the ACM Multimedia’09 Workshop on Multimedia for Cooking and Eating Activities, 9–14. Association for Computing Machinery.
  21. 2021. Identifying ingredient substitutions using a knowledge graph of food. Frontiers in Artificial Intelligence 3:621766.
  22. 2010. The Complete Guide to Vegan Food Substitutions. Fair Winds Press.
  23. 2012. Recipe recommendation using ingredient networks. In Proceedings of ACM Web Science Conference, WebSci ’12, 298–307. Association for Computing Machinery.
  24. 2008. Substructure similarity measurement in chinese recipes. In Proceedings of WWW’08, 979–988. Association for Computing Machinery.
  25. 2020. English recipe flow graph corpus. In Proceedings of LREC’20, 5187–5194. European Language Resources Association.
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