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