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EquGener: A Reasoning Network for Word Problem Solving by Generating Arithmetic Equations

机译:Equgener:通过生成算术方程来解决单词问题的推理网络

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Word problem solving has always been a challenging task as it involves reasoning across sentences, identification of operations and their order of application on relevant operands. Most of the earlier systems attempted to solve word problems with tailored features for handling each category of problems. In this paper, we present a new approach to solve simple arithmetic problems. Through this work we introduce a novel method where we first learn a dense representation of the problem description conditioned on the question in hand. We leverage this representation to generate the operands and operators in the appropriate order. Our approach improves upon the state-of-the-art system by 3% in one benchmark dataset while ensuring comparable accuracies in other datasets.
机译:Word问题解决一直是一个具有挑战性的任务,因为它涉及横跨句子的推理,操作的识别及其在相关操作数上的应用程序。大多数早期系统都试图解决具有量身定制的单词问题,用于处理每类问题。在本文中,我们提出了一种解决简单算术问题的新方法。通过这项工作,我们介绍了一种新颖的方法,我们首先学会了对问题的密集表示描述了在手中有问题的描述。我们利用此表示以适当的顺序生成操作数和运营商。我们的方法在一个基准数据集中在一个基准数据集中提高了3%,同时确保了其他数据集中的可比精度。

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