mirror of https://github.com/open-mmlab/mmocr.git
1.4 KiB
1.4 KiB
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 |