strayMat / bio-medical_ner

This repo contains all data and code necessary to reproduce the experiments of ner on some open bio-medical corpora

Geek Repo:Geek Repo

Github PK Tool:Github PK Tool

Evaluation of YASET on various bio-medical datasets

This repo describes the code and the processes used to evaluate Yaset, a neural model for NER on differents datasets. These experiences and their interpretations are precisely discribed in the following paper, Tourille et al., 2018.

Corpora

The different corpora are:

Each of the folder contains a README.md, commented jupyter notebooks, a data folder and partial summary of the results in a json directory.

Utils

The auxilliary functions used in notebooks are discribed in utils_paper.

Embeddings

The origin and construction of word embeddings used by the model are in en_word_emb, a notebook describes how they are constructed.

Requirements:

Install the Python dependencies with : pip install -r requirements.txt

Install Yaset following the instructions

Citation

Tourille, Julien, Matthieu Doutreligne, Olivier Ferret, Aurélie Névéol, Nicolas Paris, et Xavier Tannier. « Evaluation of a Sequence Tagging Tool for Biomedical Texts ». Proceedings of the 9th International Workshop on Health Text Mining and Information Analysis (LOUHI 2018), 2018, pages 193–203.

About

This repo contains all data and code necessary to reproduce the experiments of ner on some open bio-medical corpora

License:Apache License 2.0


Languages

Language:SQLPL 93.4%Language:Jupyter Notebook 5.7%Language:Python 0.4%Language:Perl 0.4%Language:HTML 0.0%Language:JavaScript 0.0%