原文作者: Alan Lee
原文链接: https://alanlee.fun/2019/10/16/bert-tokenizer/
BERT 表示 Bidirectional Encoder Representations from Transformers,是 Google 于 2018 年发布的一种语言表示模型。该模型一经发布便成为争相效仿的对象,相信大家也都多少听说过研究过了。本文主要聚焦于 BERT 的分词方法,后续再谈模型实现细节。
BERT 源码中 tokenization.py 就是预处理进行分词的程序,主要有两个分词器:BasicTokenizer 和 WordpieceTokenizer,另外一个 FullTokenizer 是这两个的结合:先进行 BasicTokenizer 得到一个分得比较粗的 token 列表,然后再对每个 token 进行一次 WordpieceTokenizer,得到最终的分词结果。
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