Author

Hiba Arnaout

Max Planck Institute for Informatics

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#artificial intelligence Preprint Dec 2025

Testing the Utility of Using Large Language Models to Create Personalized Networks From Therapy Session Transcripts: A Proof of Concept Study

An end-to-end pipeline for automatically generating client networks from therapy transcripts to support case conceptualization and treatment planning and more research is needed to examine whether these networks improve treatment outcomes, including relative to other methods of treatment personalization, such as statis...

Clarissa W. Ong, Hiba Arnaout, Kate Sheehan et al. · 2 citations

Preprint Aug 2026

ODRA: Synthesizing Cognitive Behavioral Therapy Sessions with Structured Chain-Of-Thought and Dynamic Patient Resistance

ODRA is introduced, a novel framework for synthesizing therapy dialogues through a Chain-of-Thought (CoT) strategy grounded in foundational CBT guidelines, which significantly outperforms existing methods across therapeutic skills, CBT alignment, and patient behavioral fidelity.

Javier Rodríguez-Juan, Hiba Arnaout, J. García-Rodríguez et al. · 0 citations

#natural language process... Apr 2026

Graph2Counsel: Clinically Grounded Synthetic Counseling Dialogue Generation from Client Psychological Graphs

Graph2Counsel is introduced, a framework for generating synthetic counseling sessions grounded in Client Psychological Graphs that encode relationships among clients'thoughts, emotions, and behaviors, and Therapy-Eval is introduced, a multi-turn evaluation framework, and the effectiveness of the fine-tuned model in rea...

Aishik Mandal, Hiba Arnaout, Clarissa W. Ong et al. · arXiv.org · 3 citations