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Math Word Problem Generation with Memory Retrieval

  • Xiaowei Wang
  • , Wei Qin
  • , Zhenzhen Hu*
  • , Lei Wang
  • , Yunshi Lan
  • , Richang Hong
  • *此作品的通讯作者
  • Hefei University of Technology
  • Hefei Comprehensive National Science Center
  • Singapore Management University

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

The task of math word problem generation (MWPG), which generates a math word problem (MWP) given an equation and several topic words, has increasingly attracted researchers’ attention. In this work, we propose a memory retrieval model to better take advantage of the training data. We first record training MWPs into a memory. Later we use the given equation and topic words to retrieve relevant items from the memory. The retrieved results are then used to complement the process of the MWP generation and improve the generation quality. In addition, we also propose a low-resource setting for MWPG, where only a small number of paired MWPs and a large amount of unpaired MWPs are available. Extensive experiments verify the superior performance and effectiveness of our method.

源语言英语
主期刊名Pattern Recognition and Computer Vision - 5th Chinese Conference, PRCV 2022, Proceedings
编辑Shiqi Yu, Jianguo Zhang, Zhaoxiang Zhang, Tieniu Tan, Pong C. Yuen, Yike Guo, Junwei Han, Jianhuang Lai
出版商Springer Science and Business Media Deutschland GmbH
372-385
页数14
ISBN(印刷版)9783031189128
DOI
出版状态已出版 - 2022
活动5th Chinese Conference on Pattern Recognition and Computer Vision, PRCV 2022 - Shenzhen, 中国
期限: 4 11月 20227 11月 2022

出版系列

姓名Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
13536 LNCS
ISSN(印刷版)0302-9743
ISSN(电子版)1611-3349

会议

会议5th Chinese Conference on Pattern Recognition and Computer Vision, PRCV 2022
国家/地区中国
Shenzhen
时期4/11/227/11/22

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