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MWPToolkit: An Open-Source Framework for Deep Learning-Based Math Word Problem Solvers

  • Yihuai Lan
  • , Lei Wang
  • , Qiyuan Zhang
  • , Yunshi Lan*
  • , Bing Tian Dai
  • , Yan Wang
  • , Dongxiang Zhang
  • , Ee Peng Lim
  • *此作品的通讯作者
  • Xihua University
  • Singapore Management University
  • Tencent
  • Zhejiang University

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

While Math Word Problem (MWP) solving has emerged as a popular field of study and made great progress in recent years, most existing methods are benchmarked solely on one or two datasets and implemented with different configurations. In this paper, we introduce the first open-source library for solving MWPs called MWPToolkit, which provides a unified, comprehensive, and extensible framework for the research purpose. Specifically, we deploy 17 deep learning-based MWP solvers and 6 MWP datasets in our toolkit. These MWP solvers are advanced models for MWP solving, covering the categories of Seq2seq, Seq2Tree, Graph2Tree, and Pre-trained Language Models. And these MWP datasets are popular datasets that are commonly used as benchmarks in existing work. Our toolkit is featured with highly modularized and reusable components, which can help researchers quickly get started and develop their own models. We have released the code and documentation of MWPToolkit in https://github.com/LYH-YF/MWPToolkit.

源语言英语
主期刊名IAAI-22, EAAI-22, AAAI-22 Special Programs and Special Track, Student Papers and Demonstrations
出版商Association for the Advancement of Artificial Intelligence
13188-13190
页数3
ISBN(电子版)1577358767, 9781577358763
DOI
出版状态已出版 - 30 6月 2022
活动36th AAAI Conference on Artificial Intelligence, AAAI 2022 - Virtual, Online
期限: 22 2月 20221 3月 2022

出版系列

姓名Proceedings of the 36th AAAI Conference on Artificial Intelligence, AAAI 2022
36

会议

会议36th AAAI Conference on Artificial Intelligence, AAAI 2022
Virtual, Online
时期22/02/221/03/22

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