Stylometry in the Modern Era: Coreference and Voice for Authorship Attribution
Yong Sik Cho, Samuel Sharpe, Harry Smith
Virtual Environment
- Python 3.6
pip3 install virtualenv
cd AuthorStyle
virtualenv -p python3 venv
source venv/bin/activate
Install Requirements
pip install -r requirements.txt
- spaCy 2.0.12 (for compatibility with neuralcoref)
- neuralcoref
git clone https://github.com/huggingface/neuralcoref.git
cd neuralcoref
pip install -e .
cd ..
rm -r neuralcoref
- spaCy and neuralcoref models
./download_models.sh
Files
Document.py - Document class that performes spacy processing and produces features by document
Corpus.py - Corpus class that aggregates documents and creates feature matricies
compile_corpus.py - Creates corpus for Guardian Dataset
models.py - Containes model classes for running experiments
experiments.py - Runs author attribution experiments on feature sets
summary_results.py - Summarize accuracy result comparisons.