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transfer-learning-for-chinese-ner's Introduction

transfer-learning-for-chinese-ner

follow paper TRANSFER LEARNING FOR SEQUENCE TAGGING WITH HIERARCHICAL RECURRENT NETWORKS

Models

本文将transfer learning分为了三个层次

  1. cross-domain transfer where label mapping is possible
  2. cross-domain transfer with disparate label sets
  3. cross-lingual transfer

这里仅先实现第二点,作中文NER,原文GitHub是theano实现的,这里用tensorflow

Requirements

tensorflow > 1.10
python == 3.65

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transfer-learning-for-chinese-ner's Issues

关于数据集

您好,请问模型中使用的源域数据是哪的数据呢?人民日报吗?

关于Linear Projection

您好,您是否可以解释一下Linear Projection的原理,我参考Multi-task Domain Adaptation for Sequence Tagging中的说明,不是很理解。另,Transfer Learning for Sequence Tagging with Hierarchical Recurrent Networks中应该是没有提Domain Projections?

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