Text2Math: End-to-end Parsing Text into Math Expressions

October 15, 2019 ยท Declared Dead ยท ๐Ÿ› Conference on Empirical Methods in Natural Language Processing

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Authors Yanyan Zou, Wei Lu arXiv ID 1910.06571 Category cs.CL: Computation & Language Citations 38 Venue Conference on Empirical Methods in Natural Language Processing Last Checked 4 months ago
Abstract
We propose Text2Math, a model for semantically parsing text into math expressions. The model can be used to solve different math related problems including arithmetic word problems and equation parsing problems. Unlike previous approaches, we tackle the problem from an end-to-end structured prediction perspective where our algorithm aims to predict the complete math expression at once as a tree structure, where minimal manual efforts are involved in the process. Empirical results on benchmark datasets demonstrate the efficacy of our approach.
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