Style Change Detection

Install dependencies

• pip3 install -r requirements.txt

Optional dependencies

• pip3 install pydot (keras model visualization)
• apt install graphviz (keras model visualization)
• pip3 install jupyter
• pip3 install h5py (saving keras models to disk)
• pip3 install textstat

External resources / Prerequisites

• Add training/validation data to data/training/ / data/validation/ (from https://pan.webis.de/clef18/pan18-web/author-identification.html)
• Add evaluation script for the Style Change Detection task as pan18_scd_evaluator.py (from https://pan.webis.de/clef18/pan18-web/author-identification.html)
• Add google books common words dictionary as google-books-common-words.txt to data/external/common_words/ (from http://norvig.com/google-books-common-words.txt)
• Add evaluation scripts for the Style Breach Detection task as windowdiff.py and winpr.py to metrics/ (from https://pan.webis.de/clef17/pan17-web/author-identification.html)
• Add pre-trained vectors to data/vectors/
• Add file config.json to root with:

{
  "persist_results": true,
  "results_file": "results/my_results_file.json",
  "n_jobs": 1
}