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A Math-Aware Search Engine for Math Question Answering System

机译:用于数学问题应答系统的数学知识搜索引擎

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We propose a math-aware search engine that is capable of handling both textual keywords as well as mathematical expressions. Our math feature extraction and representation framework captures the semantics of math expressions via a Finite State Machine model. We adapt the passive aggressive online learning binary classifier as the ranking model. We benchmarked our approach against three classical information retrieval (IR) strategies on math documents crawled from Math Overflow, a well-known online math question answering system. Experimental results show that our proposed approach can perform better than other methods by more than 9%.
机译:我们提出了一种能够处理文本关键字以及数学表达式的数学知识的搜索引擎。我们的数学特征提取和表示框架通过有限状态机模型捕获数学表达式的语义。我们将被动攻击性在线学习二进制分类器调整为排名模型。我们对三个古典信息检索(IR)策略进行了基准,从数学溢出,在线溢出,一个知名的在线数学问题应答系统。实验结果表明,我们所提出的方法可以比其他方法更好地表现超过9%。

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