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A Design‑Science Proof‑of‑Concept for Constraining LLM Pedagogical Decisions Using Knowledge Graphs

This study demonstrates that integrating Knowledge Graphs with Large Language Models through a Design Science Research approach effectively constrains pedagogical hallucinations and enforces logical validity in educational AI by proactively restricting generative action spaces with symbolic semantic structures.

Original authors: Susana Ayu Handayani, Priyo Nugroho Adi, Thomas Köhler, Mochamad Bruri Triyono, Priyanto Priyanto, Siswantoyo Siswantoyo, Rita Fransina Maruanaya

Published 2026-10-12
📖 1 min read☕ Coffee break read

Original authors: Susana Ayu Handayani, Priyo Nugroho Adi, Thomas Köhler, Mochamad Bruri Triyono, Priyanto Priyanto, Siswantoyo Siswantoyo, Rita Fransina Maruanaya

Original paper licensed under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/). ✨ This is an AI-generated explanation of the paper below. It is not written or endorsed by the authors. For technical accuracy, refer to the original paper. Read full disclaimer

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