README.md

Chinese Named Entity Recognition using BERT + Softmax

Introduction

[ALGORITHM]

@article{devlin2018bert,
  title={Bert: Pre-training of deep bidirectional transformers for language understanding},
  author={Devlin, Jacob and Chang, Ming-Wei and Lee, Kenton and Toutanova, Kristina},
  journal={arXiv preprint arXiv:1810.04805},
  year={2018}
}

Dataset

Train Dataset

trainset	text_num	entity_num
CLUENER2020	10748	23338

Test Dataset

testset	text_num	entity_num
CLUENER2020	1343	2982

Results and models

Method	Pretrain	Precision	Recall	F1-Score	Download
bert_softmax	pretrain	0.7885	0.7998	0.7941	model | log