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elmo-chinese's Introduction

ELMo-chinese

LICENSE

Deep contextualized word representations for Chinese.

本仓库只是输出上下文无关的 word embedding。

依赖

  • python3
  • tensorflow >= 1.10
  • jieba

使用方法

  1. 准备数据,参考 data 和 vocab 目录,可用 pre_data/vocab.py 处理出词典(每个 data 文件不能太大,否则内存不够)
  2. 训练模型 train_elmo.py
  3. 输出模型 dump_weights.py
  4. options.json 里的 261 改成 262
  5. 输出 word embedding 到 hdf5 文件 usage_token.py

实验结果

用可视化工具看合理,textmatch 任务提升 AUC 1-2。

License

MIT

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