Teacher-student networks with multiple decoders for solving math word problem

• Main Authors: ZHANG, Jipeng, LEE, Roy Ka-Wei, LIM, Ee-peng, QIN, Wei, WANG, Lei, SHAO, Jie, SUN, Qianru
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2020
• Subjects: Artificial Intelligence and Robotics; Databases and Information Systems; Mathematics; Numerical Analysis and Scientific Computing
• Online Access: https://ink.library.smu.edu.sg/sis_research/5320; https://ink.library.smu.edu.sg/context/sis_research/article/6324/viewcontent/15._Teacher_Student_Networks_with_Multiple_Decoders_for_Solving_Math_Word_Problem__IJCAI2020_.pdf
• Institution: Singapore Management University

Math word problem (MWP) is challenging due to the limitation in training data where only one “standard” solution is available. MWP models often simply fit this solution rather than truly understand or solve the problem. The generalization of models (to diverse word scenarios) is thus limited. To add...