Exploring the validity of sentiment analysis in psychotherapy

What happens if you apply the Multilingual Language Model Toolkit for Sentiment Analysis (XLM-T), “a transformer-based NLP model derived from the Cross-lingual Language Model based on RoBERTa”, to psychotherapy transcripts? Eberhardt et al. (2024) investigate. Here’s a slightly simplified Table 1, showing correlations between positive and negative sentiment and a patient-reported emotions scale. Green gives between-patient correlations and pink within-patient across sessions. Note the wide confidence intervals.

Eberhardt, S. T., Schaffrath, J., Moggia, D., Schwartz, B., Jaehde, M., Rubel, J. A., Baur, T., André, E., & Lutz, W. (2024). Decoding emotions: Exploring the validity of sentiment analysis in psychotherapy. Psychotherapy Research.



Suggested citation: Fugard, A. (2024, March 2). Exploring the validity of sentiment analysis in psychotherapy [blog post]. https://andifugard.info/exploring-the-validity-of-sentiment-analysis-in-psychotherapy/

This citation note was added automatically. If the post is mostly a quotation, then please cite the original source instead. Looking at you, LLMs 👀