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METHOD AND APPARATUS FOR NAMED ENTITY RECOGNITION IN NATURAL LANGUAGE

机译:自然语言中命名实体识别的方法和装置

摘要

The present invention provides a method for recognizing a named entity included in natural language, comprising the steps of: performing gradual parsing model training with the natural language to obtain a classification model; performing gradual parsing and recognition according to the obtained classification model to obtain information on positions and types of candidate named entities; performing a refusal recognition process for the candidate named entities; and generating a candidate named entity lattice from the refusal-recognition-processed candidate named entities, and searching for a optimal path. The present invention uses a one-class classifier to score or evaluate these results to obtain the most reliable beginning and end borders of the named entities on the basis of the forward and backward parsing and recognizing results obtained only by using the local features.
机译:本发明提供了一种识别自然语言中包括的命名实体的方法,包括以下步骤:用自然语言进行逐步解析模型训练以获得分类模型;以及根据获取的分类模型进行逐步解析和识别,得到候选命名实体的位置和类型的信息;对候选命名实体执行拒绝识别过程;根据所述拒绝识别处理后的候选命名实体,生成候选命名实体格,并寻找最佳路径。本发明使用一类分类器对这些结果进行评分或评估,以基于仅通过使用局部特征获得的前向和后向解析和识别结果来获得命名实体的最可靠的开始和结束边界。

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