Code for Detection of the Severity Level of Depression Signs in Text Combining a Feature-based Framework with Distributional Representations
The datasets used can be downloaded from the following repositories:
- https://github.com/usmaann/Depression_Severity_Dataset
- https://github.com/rafalposwiata/depression-detection-lt-edi-2022
The extracted features can be computed using the following tools:
- LIWC (2015 version): https://www.liwc.app/
- SEANCE: https://github.com/kristopherkyle/SEANCE
- Readability: https://pypi.org/project/readability/
Distributional representations have been obtained using:
- SentenceTransformers: https://www.sbert.net/
- FastText: https://fasttext.cc/docs/en/python-module.html