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NEURAL MODELS FOR KEY PHRASE DETECTION AND QUESTION GENERATION

机译:关键短语检测和问题生成的神经模型

摘要

A method, system, and storage device storing a computer program, for generating questions based on provided content, such as, for example, a document having words. The method comprises automatically estimating the probability of interesting phrases in the provided content, and generating a question in natural language based on the estimating. In one example embodiment herein, the estimating includes predicting the interesting phrases as answers, and the estimating is performed by a neural model. The method further comprises conditioning a question generation model based on the interesting phrases predicted in the predicting, the question generation model generating the question. The method also can include training the neural model. In one example, the method further comprises identifying start and end locations of the phrases in the provided content, and the identifying includes performing a dot product attention mechanism parameterizing a probability distribution.
机译:一种存储计算机程序的方法,系统和存储设备,用于基于所提供的内容(例如,具有单词的文档)来生成问题。该方法包括自动估计所提供的内容中的有趣短语的概率,并基于该估计以自然语言生成问题。在本文的一个示例实施例中,所述估计包括预测所述有趣短语作为答案,并且所述估计由神经模型执行。该方法还包括基于在预测中预测的有趣短语来调节问题生成模型,问题生成模型生成问题。该方法还可以包括训练神经模型。在一个示例中,该方法还包括识别所提供的内容中的短语的开始和结束位置,并且识别包括执行参数化概率分布的点积注意机制。

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