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Updated: Oct 18, 2025

Multimedia Battery for Assessment of Cognitive and Basic Skills in Mathematics BM-PROMA
Published on: August 28, 2021
Improving the representation and conversion of mathematical formulae by considering their textual context
Moritz Schubotz1, André Greiner-Petter1, Philipp Scharpf1
1Information Science Group, University of Konstanz, Germany.
Converting mathematical formulae to machine-readable formats is improved by semantic enrichment and contextual analysis. This research provides a benchmark dataset and a new method to reduce conversion errors, enhancing mathematical information retrieval.
Area of Science:
- Computer Science
- Mathematics
- Information Retrieval
Background:
- Mathematical formulae are vital for scientific communication and computation.
- Machine-readable formats are needed to access semantic information within formulae.
- Current conversion methods for mathematical representations have limitations.
Purpose of the Study:
- To analyze how semantic enrichment improves mathematical formula format conversion.
- To present a new approach using textual context to reduce conversion errors.
- To provide an open benchmark dataset for mathematical format conversion research.
Main Methods:
- Development of a benchmark dataset with a test collection and gold standard.
- Quantitative evaluation of existing state-of-the-art conversion tools.
- Implementation of a novel approach considering formula textual context for conversion.
Main Results:
- Semantic enrichment and contextual analysis significantly reduce mathematical format conversion errors.
- A new benchmark dataset and evaluation metrics are provided.
- State-of-the-art tools were quantitatively evaluated.
Conclusions:
- Considering textual context enhances the accuracy of mathematical formula format conversion.
- The provided benchmark dataset will foster future research in mathematical information retrieval.
- Annotated formula components linked to Wikidata enable advanced applications like semantic search and plagiarism detection.
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