版权说明 操作指南
首页 > 成果 > 详情

HGEN: Learning Hierarchical Heterogeneous Graph Encoding for Math Word Problem Solving

认领
导出
Link by DOI
反馈
分享
QQ微信 微博
成果类型:
期刊论文
作者:
Zhang, Yi;Zhou, Guangyou;Xie, Zhiwen;Huang, Jimmy Xiangji
通讯作者:
Zhou, GY
作者机构:
[Zhang, Yi] Cent China Normal Univ, Fac Artificial Intelligence Educ, Wuhan 430079, Peoples R China.
[Zhou, Guangyou; Zhou, GY] Cent China Normal Univ, Sch Comp Sci, Wuhan 430079, Peoples R China.
[Xie, Zhiwen] Wuhan Univ, Sch Comp Sci, Wuhan 430072, Peoples R China.
[Huang, Jimmy Xiangji] York Univ, Sch Informat Technol, Informat Retrieval & Knowledge Management Res Lab, Toronto, ON M3J 1P3, Canada.
通讯机构:
[Zhou, GY ] C
Cent China Normal Univ, Sch Comp Sci, Wuhan 430079, Peoples R China.
语种:
英文
关键词:
Mathematical models;Decoding;Natural languages;Encoding;Electronic mail;Arithmetic;Task analysis;Math word problem;natural language processing;text mining;representation learning
期刊:
IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING
ISSN:
2329-9290
年:
2022
卷:
30
页码:
816-828
基金类别:
National Natural Science Foundation of ChinaNational Natural Science Foundation of China (NSFC) [61972173]; Natural Sciences and EngineeringResearch Council (NSERC) of CanadaNatural Sciences and Engineering Research Council of Canada (NSERC); York Research Chairs (YRC) Program
机构署名:
本校为第一且通讯机构
院系归属:
计算机学院
摘要:
Designing algorithms to solve math word problems (MWPs) is an important research topic in natural language processing and smart education domains. The task of solving MWPs involves transforming math problem texts into math equations. Although recent Graph2Tree-based models, which adopt homogeneous graph encoders to learn quantity representations, have obtained very promising results in generating math equations, they do not consider the heterogeneous issue and the long-distance dependencies of heterogeneous nodes. In this paper, we propose a novel hierarchical heterogeneous graph encoding call...

反馈

验证码:
看不清楚,换一个
确定
取消

成果认领

标题:
用户 作者 通讯作者
请选择
请选择
确定
取消

提示

该栏目需要登录且有访问权限才可以访问

如果您有访问权限,请直接 登录访问

如果您没有访问权限,请联系管理员申请开通

管理员联系邮箱:yun@hnwdkj.com