A Multi-language Platform for Generating Algebraic Mathematical Word Problems

November 19, 2019 ยท Declared Dead ยท ๐Ÿ› International Conference on Industrial and Information Systems

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Authors Vijini Liyanage, Surangika Ranathunga arXiv ID 1912.01110 Category cs.CL: Computation & Language Cross-listed cs.LG, stat.ML Citations 8 Venue International Conference on Industrial and Information Systems Last Checked 5 months ago
Abstract
Existing approaches for automatically generating mathematical word problems are deprived of customizability and creativity due to the inherent nature of template-based mechanisms they employ. We present a solution to this problem with the use of deep neural language generation mechanisms. Our approach uses a Character Level Long Short Term Memory Network (LSTM) to generate word problems, and uses POS (Part of Speech) tags to resolve the constraints found in the generated problems. Our approach is capable of generating Mathematics Word Problems in both English and Sinhala languages with an accuracy over 90%.
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