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word2vec_zh's Introduction

Zh-Word2Vec 中文Word2Vec

选用历年《矛盾文学奖作品》为语料库,训练word vector

详细博客:word2vec在中文数据集上的实验

项目说明

数据集

  • 历年矛盾文学奖作品
  • 数据下载地址 (encoding = utf-8)
  • 数据存放说明(参考每个目录下的readme)
    • raw_data (数据堂的源数据存放位置;[可选] 文本编码:gb18030)
    • data (其他来源的数据存放位置; 文本编码:utf-8)
    • cut_data (分词后的文本)

项目依赖库

运行说明

  • coding.py (可选)
    • 如果使用数据堂数据,需要先做编码的encoding,把所有的txt文件放在raw_data里,运行coding.py即可在 data/ 目录下生成转码的后的文本
  • data_pre.py
    • 数据预处理,读取 data/ 下的txt文本,运行后会在 cut_data/ 目录下生成分词后的结果,每行是一个句子,每句话的单词用空白符分割
  • model.py
    • 训练word2vec模型,生成的模型会保存为根目录下的my.model
  • api.py
    • 直接调用模型,用户输入中文词语,返回相似的词
  • stopword.lib
    • 每行是一个stopword,可以自行添加和修改

结果

image

image

参考

具体说明参考: word2vec在中文数据集上的实验

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