Paper classifier taking as input a JSON with follow fields :
text: string
And returning probabilities for over 237 categories extracted from SCOPUS.
## Training
To train a model :
python -m allennlp.run train allen_trainer/scopus_classifier.json \
-s model \
--include-package papers
Making predictions on a JSON file :
allennlp predict model/model.tar.gz \
scopus_test.json \
--include-package papers \
--predictor paper-classifier \
--output-file scopus_test_pred.json
## Demo
The folder demo contains the front app to demo a model trained via allenNLP with some visualisations. Examples can be previewed on their demo website.
allenNLP server must be running with a classification model (allenNLP simple server) on port 8000.
Example command :
python -m allennlp.service.server_simple \
--archive-path model/model.tar.gz \
--predictor paper-classifier \
--include-package tagger
To run the demo :
cd demo
sudo npm install
sudo npm start