Neural Clarity Learning

Implementation of A Neural Local Coherence Analysis Model for Text Clarity Scoring

Installation

1. Download and install Anaconda
2. Create environment

conda env create -f environment.yml
conda activate local_coh

Dataset

1. Discourse Graphbank
2. PeerRead

Training

1. Training Coherence Model with Discourse Graphbank dataset

cd discourse
python preprocessing.py -i ./path/to/discourse/data
python train.py

2. Training Single Clarity Score Prediction Model with PeerRead dataset

cd ../peerread
python preprocessing.py -i ./path/to/PeerRead/data/acl_2017 ./path/to/PeerRead/data/iclr_2017 -l 6
python single.py

3. Training Combined Clarity Score Prediction Model with PeerRead dataset

python combined.py