Author

Hiba Arnaout

2 papers indexed here

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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