Modelling and Data Analysis
2026. Vol. 16, no. 3, 259–273
https://doi.org/10.17759/mda.2026160313
ISSN: 2219-3758 / 2311-9454 (online)
A method for formalizing educational texts
Abstract
Context and relevance. The formalization of educational texts is necessary for content analysis, checking the logic of exposition, and developing computer-based support for learning; however, arbitrary verbal texts are difficult to formalize automatically without taking their genre and functional features into account. Objective. The study aims to develop a method for transforming an educational text into a formal model that preserves the content and sequence of presentation of the educational material as fully as possible. Hypothesis. If an educational text is considered as a regulatory text consisting of a sequence of denotative situations, each sentence can be represented through a predicate, actants, circumstants, and the results of the described action, while relations between sentences can be represented as edges of a directed graph. Methods and materials. The study draws on semantic syntax, the concept of proposition, frame structures, and graph-based knowledge representation; the material is a verbal educational text considered as an object of content formalization. Results. An algorithm is proposed in which sentences are sequentially transformed into groups of frame instances that form subgraphs and are then combined into a single graph based on matching content components and the logic of their introduction. Conclusions. The method provides a basis for constructing ontologies of subject-domain concepts, identifying coherence violations, and developing computer-based tools to support assessment of learning outcomes and learners' self-study.
General Information
Keywords: educational text, model, formalization, regulatory text, semantic text model, knowledge graph
Journal rubric: Method of Teaching
Article type: scientific article
DOI: https://doi.org/10.17759/mda.2026160313
Received 30.05.2026
Revised 07.08.2026
Accepted
Published
For citation: Voronov, M.V., Stroev, V.T. (2026). A method for formalizing educational texts. Modelling and Data Analysis, 16(3), 259–273. (In Russ.). https://doi.org/10.17759/mda.2026160313
© Voronov M.V., Stroev V.T., 2026
License: CC BY-NC 4.0
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Information About the Authors
Contribution of the authors
Mikhail V. Voronov ⎼ conceptualization, methodology, scientific editing, research supervision;
Vladislav T. Stroev ⎼ domain analysis, visualization, original draft preparation, manuscript formatting.
Both authors contributed to the development of the algorithm, discussed the results, and approved the final manuscript.
Conflict of interest
The authors declare no conflict of interest.
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