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HunFlair experiments

This repository contains the source code to reproduce the experiments conducted in Weber et al. "HunFlair: An Easy-to-Use Tool for State-of-the-Art Biomedical Named Entity Recognition".

Usage

To reproduce the experiments the following steps have to be performed:

  • Setup environment and install necessary packages / models:
pip install -r requirements.txt

chmod u+x install_scispacy_models.sh
./install_scispacy_models.sh
  • Download and prepare the evaluation corpora
python download_and_prepare_corpora.py 
  • Run experiments
chmod u+x run_experiments.sh
./run_experiments.sh

Note for the competitors HUNER and MISC we provide the annotations in annotations.

Citing HunFlair

Please cite the following paper when using HunFlair:

@article{weber2020hunflair,
    title={HunFlair: An Easy-to-Use Tool for State-of-the-Art Biomedical Named Entity Recognition},
    author={Weber, Leon and S{\"a}nger, Mario and M{\"u}nchmeyer, Jannes  and Habibi, Maryam and Leser, Ulf and Akbik, Alan},
    journal={arXiv preprint arXiv:2008.07347},
    year={2020}
}