readme: ---
  language: zh
  pipeline_tag: fill-mask
  widget:
  - text: "根据新闻报道，三大[MASK]数午后集体涨超1％。"
  - text: "用各种途径支持中小[MASK]企业融资。"
  tags:
  - bert
  license: apache-2.0
  ---
  ## Chinese DKPLM (Decomposable Knowledge-enhanced Pre-trained Language Model) for the financial domain
  For Chinese natural language processing in specific domains, we provide **Chinese DKPLM (Decomposable Knowledge-enhanced Pre-trained Language Model)** for the financial domain named **pai-dkplm-financial-base-zh**, from our AAAI 2021 paper named **DKPLM: Decomposable Knowledge-enhanced Pre-trained Language Model for Natural Language Understanding**.
  
  This repository is developed based on the EasyNLP framework: [https://github.com/alibaba/EasyNLP](https://github.com/alibaba/EasyNLP ) developed by the Alibaba PAI team.
  
  ## Citation
  If you find the resource is useful, please cite the following papers in your work.
  
  - For the EasyNLP framework:
  ```
  @article{easynlp, 
  title = {EasyNLP: A Comprehensive and Easy-to-use Toolkit for Natural Language Processing},   			publisher = {arXiv}, 
    author = {Wang, Chengyu and Qiu, Minghui and Zhang, Taolin and Liu, Tingting and Li, Lei and Wang, Jianing and Wang, Ming and Huang, Jun and Lin, Wei}, 
    url = {https://arxiv.org/abs/2205.00258}, 
    year = {2022} 
  } 
  ```
  - For DKPLM:
  ```
  @article{dkplm, 
    title = {DKPLM: Decomposable Knowledge-enhanced Pre-trained Language Model for Natural Language Understanding}, 
    author = {Zhang, Taolin and Wang, Chengyu and Hu, Nan and Qiu, Minghui and Tang, Chengguang and He, Xiaofeng and Huang, Jun}, 
    url = {https://arxiv.org/abs/2112.01047},   			
    publisher = {arXiv}, 
    year = {2021} 
  } 
  ```