From Algebraic Word Problem to Program: A Formalized Approach

Fuente: arXiv
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Main Authors: Wiemerslage, Adam, Ahmed, Shafiuddin Rehan
Format: Preprint
Published: 2020
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author Wiemerslage, Adam
Ahmed, Shafiuddin Rehan
author_facet Wiemerslage, Adam
Ahmed, Shafiuddin Rehan
contents In this paper, we propose a pipeline to convert grade school level algebraic word problem into program of a formal languageA-IMP. Using natural language processing tools, we break the problem into sentence fragments which can then be reduced to functions. The functions are categorized by the head verb of the sentence and its structure, as defined by (Hosseini et al., 2014). We define the function signature and extract its arguments from the text using dependency parsing. We have a working implementation of the entire pipeline which can be found on our github repository.
format Preprint
id arxiv_https___arxiv_org_abs_2003_11517
institution arXiv
publishDate 2020
record_format arxiv
spellingShingle From Algebraic Word Problem to Program: A Formalized Approach
Wiemerslage, Adam
Ahmed, Shafiuddin Rehan
Computation and Language
Programming Languages
In this paper, we propose a pipeline to convert grade school level algebraic word problem into program of a formal languageA-IMP. Using natural language processing tools, we break the problem into sentence fragments which can then be reduced to functions. The functions are categorized by the head verb of the sentence and its structure, as defined by (Hosseini et al., 2014). We define the function signature and extract its arguments from the text using dependency parsing. We have a working implementation of the entire pipeline which can be found on our github repository.
title From Algebraic Word Problem to Program: A Formalized Approach
topic Computation and Language
Programming Languages
url https://arxiv.org/abs/2003.11517