readme: ## RuDR-BERT
  
  RuDR-BERT - Multilingual, Cased, which pretrained on the raw part of the RuDReC corpus (1.4M reviews). Pre-training was based on the [original BERT code](https://github.com/google-research/bert) provided by Google. In particular, Multi-BERT was for used for initialization; vocabulary of Russian subtokens and parameters are the same as in Multi-BERT. Training details are described in our paper. \
     link: https://yadi.sk/d/-PTn0xhk1PqvgQ
     
  
  ## Citing & Authors
  
  If you find this repository helpful, feel free to cite our publication:
  
  [1] Tutubalina E, Alimova I, Miftahutdinov Z, et al. The Russian Drug Reaction Corpus and Neural Models for Drug Reactions and Effectiveness Detection in User Reviews. 
     
     preprint: https://arxiv.org/abs/2004.03659
  ```
  @article{10.1093/bioinformatics/btaa675,
      author = {Tutubalina, Elena and Alimova, Ilseyar and Miftahutdinov, Zulfat and Sakhovskiy, Andrey and Malykh, Valentin and Nikolenko, Sergey},
      title = "{The Russian Drug Reaction Corpus and Neural Models for Drug Reactions and Effectiveness Detection in User Reviews}",
      journal = {Bioinformatics},
      year = {2020},
      month = {07},
      issn = {1367-4803},
      doi = {10.1093/bioinformatics/btaa675},
      url = {https://doi.org/10.1093/bioinformatics/btaa675},
      note = {btaa675},
      eprint = {https://academic.oup.com/bioinformatics/advance-article-pdf/doi/10.1093/bioinformatics/btaa675/33539752/btaa675.pdf},
  } 
  ```
  [2] Tutubalina, EV and Miftahutdinov, Z Sh and Nugmanov, RI and Madzhidov, TI and Nikolenko, SI and Alimova, IS and Tropsha, AE Using semantic analysis of texts for the identification of drugs with similar therapeutic effects.
     [link to paper](https://www.researchgate.net/profile/Elena_Tutubalina/publication/323751823_Using_semantic_analysis_of_texts_for_the_identification_of_drugs_with_similar_therapeutic_effects/links/5bf7cfc3299bf1a0202cbc1f/Using-semantic-analysis-of-texts-for-the-identification-of-drugs-with-similar-therapeutic-effects.pdf)
  ```
  @article{tutubalina2017using,
      title={Using semantic analysis of texts for the identification of drugs with similar therapeutic effects},
      author={Tutubalina, EV and Miftahutdinov, Z Sh and Nugmanov, RI and Madzhidov, TI and Nikolenko, SI and Alimova, IS and Tropsha, AE},
      journal={Russian Chemical Bulletin},
      volume={66},
      number={11},
      pages={2180--2189},
      year={2017},
      publisher={Springer}
  }
  ```