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VisualMath: An Automated Visualization System for Understanding Math Word-Problems

Published: 07 March 2017 Publication History

Abstract

Math word problems are difficult for students to start with since they involve understanding the problem?s context and abstracting out its underlying mathematical operations. A visual understanding of the problem at hand can be very useful for the comprehension of the problem. We present a system VisualMath that uses machine learning tools and crafted visual logic to automatically generate appropriate visualizations from the text of the word-problems and solve it. We demonstrate the improvements in the understanding of math word-problems by conducting a user study and learning of meaning of relevant new words by students.

References

[1]
Hosseini, M. J., Hajishirzi, H., Etzioni, O., & Kushman, N. (2014). Learning to Solve Arithmetic Word Problems with Verb Categorization. In EMNLP (pp. 523--533).
[2]
Koedinger, K. R., and Nathan, M. J. The real story behind story problems: Effects of representations on quantitative reasoning. Journal of the Learning Sciences 13, 2 (2004), 129--164.
[3]
Yung, H. I., and Paas, F. Effects of computer-based visual representation on mathematics learning and cognitive load. Journal of Educational Technology & Society 18, 4 (2015), 70.
[4]
Gooding, S. (2009). Children's Difficulties with Mathematical Word Problems. Proceedings of the British Society for Research into Learning Mathematics, 29(3), 31--36.
[5]
Mayer, R. E., & Moreno, R. (2002). Animation as an aid to multimedia learning. Educational psychology review, 14(1), 87--99.

Cited By

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  • (2024)Impact of Static and Animated eBook Illustrations on Children's Engagement, Enjoyment, and Information RecallExtended Abstracts of the CHI Conference on Human Factors in Computing Systems10.1145/3613905.3651033(1-11)Online publication date: 11-May-2024
  • (2024)Mathemyths: Leveraging Large Language Models to Teach Mathematical Language through Child-AI Co-Creative StorytellingProceedings of the 2024 CHI Conference on Human Factors in Computing Systems10.1145/3613904.3642647(1-23)Online publication date: 11-May-2024

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  1. VisualMath: An Automated Visualization System for Understanding Math Word-Problems

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    Published In

    cover image ACM Conferences
    IUI '17 Companion: Companion Proceedings of the 22nd International Conference on Intelligent User Interfaces
    March 2017
    246 pages
    ISBN:9781450348935
    DOI:10.1145/3030024
    Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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    Association for Computing Machinery

    New York, NY, United States

    Publication History

    Published: 07 March 2017

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    Author Tags

    1. automated visualization
    2. natural language processing

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    • Poster

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    • Know-center GmbH

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    IUI'17
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    Acceptance Rates

    IUI '17 Companion Paper Acceptance Rate 63 of 272 submissions, 23%;
    Overall Acceptance Rate 746 of 2,811 submissions, 27%

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    IUI '25

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    View all
    • (2024)Impact of Static and Animated eBook Illustrations on Children's Engagement, Enjoyment, and Information RecallExtended Abstracts of the CHI Conference on Human Factors in Computing Systems10.1145/3613905.3651033(1-11)Online publication date: 11-May-2024
    • (2024)Mathemyths: Leveraging Large Language Models to Teach Mathematical Language through Child-AI Co-Creative StorytellingProceedings of the 2024 CHI Conference on Human Factors in Computing Systems10.1145/3613904.3642647(1-23)Online publication date: 11-May-2024

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