Mathematical Entity Linking Methods and Applications

Mathematical Entity Linking Methods and Applications

by Philipp Scharpf
Epub (Kobo), Epub (Adobe)
Publication Date: 09/05/2025

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This research book explores the adaptation of traditional Entity Linking techniques to Mathematical Entity Linking (MathEL) for STEM disciplines, addressing the limitations of current Information Retrieval methods in handling mathematical expressions. By developing and evaluating novel MathEL approaches using AI, Machine Learning, and the Wikidata Knowledge Graph, significant progress is achieved in areas such as Formula Concept recognition, semantic formula search, mathematical question answering, physics exam question generation, and STEM document classification. The study also introduces a suite of open-source Wikimedia MathEL tools, including AnnoMathTeX, MathQA, and PhysWikiQuiz, designed to advance Mathematical Information Retrieval and support innovative applications in academic and educational contexts.

ISBN:
9783658464745
9783658464745
Category:
Expert systems / knowledge-based systems
Format:
Epub (Kobo), Epub (Adobe)
Publication Date:
09-05-2025
Language:
English
Publisher:
Springer Fachmedien Wiesbaden
Available for download after 09/05/2025

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