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Fusion of Long Distance Dependency Features for Chinese Named Entity Recognition Based on Markov Logic Networks

机译:基于马尔可夫逻辑网络的长距离依赖特征融合在中文命名实体识别中的应用

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摘要

For the issue that existing methods for Chinese Named Entity Recognition(NER) fail to consider the long-distance dependencies,which is common in the document.This paper,Fusion of long distance dependency,proposes a method for Chinese Named Entity Recognition( NER) based on Markov Logic Networks(MLNs),which comprehensively utilizes local,short distance dependency and long distance dependency features by taking advantage of first order logic to represent knowledge,and then integrates all the features into Markov Network for Chinese named entity recognition with the help of MLNs.Validity of proposed method is verified both in open domain and restricted domain,experimental result shows that proposed method has better effect.
机译:针对现有的中文命名实体识别方法未能考虑到长距离依赖的问题,这在本文中很常见。本文在融合长距离依赖的基础上,提出了中文命名实体识别的方法。基于马尔可夫逻辑网络(MLNs),利用一阶逻辑来表示知识,综合利用局部,近距离和远距离依赖特征,然后将所有特征集成到马尔可夫网络中,以帮助中文命名实体的识别在开放域和受限域中都验证了该方法的有效性,实验结果表明该方法具有较好的效果。

著录项

  • 来源
  • 会议地点 Beijing(CN)
  • 作者单位

    The School of Information Engineering and Automation, Kunming University of Science and Technology, Kunming 650051, China;

    The School of Information Engineering and Automation, Kunming University of Science and Technology, Kunming 650051, China;

    The Institute of Intelligent Information Processing,Computer Technology Application Key Laboratory of Yunnan Province, Kunming 650051, China;

    The School of Information Engineering and Automation, Kunming University of Science and Technology, Kunming 650051, China;

    The Institute of Intelligent Information Processing,Computer Technology Application Key Laboratory of Yunnan Province, Kunming 650051, China;

    The School of Information Engineering and Automation, Kunming University of Science and Technology, Kunming 650051, China;

    The Institute of Intelligent Information Processing,Computer Technology Application Key Laboratory of Yunnan Province, Kunming 650051, China;

    The School of Information Engineering and Automation, Kunming University of Science and Technology, Kunming 650051, China;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 数理语言学;
  • 关键词

    Chinese Named Entity Recognition; Markov Logic Networks; Long distance dependency; Statistic Rational Learning; Natural Language Processing;

    机译:中文名称实体识别;马尔可夫逻辑网络;长距离依赖;统计理性学习;自然语言处理;

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