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system for covid-19.

Project description

caireCovid system

License: MIT

Kaggle system for covid 19

requirements

tensorflow(-gpu)==1.13.1

Install

You can use our package by install with pip

pip install caireCovid

Question Answering System

In this system, we build QA modules by a ensemble of two QA models, which are BioBERT model which fine-tuned on SQuAD, and MRQA model which is our submission to MRQA@EMNLP 2019.

The MRQA model and the exported BioBERT model that are utilized in this project can bo downloaded by this link.

If you want to use our MRQA model in your work, please cite the following paper. The bibtex is listed below:

@inproceedings{su2019generalizing,
  title={Generalizing Question Answering System with Pre-trained Language Model Fine-tuning},
  author={Su, Dan and Xu, Yan and Winata, Genta Indra and Xu, Peng and Kim, Hyeondey and Liu, Zihan and Fung, Pascale},
  booktitle={Proceedings of the 2nd Workshop on Machine Reading for Question Answering},
  pages={203--211},
  year={2019}
}

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