Publications

NLP for Mental Health

2025

• Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities
• Aishik Mandal, Tanmoy Chakraborty, Iryna Gurevych
• Nature Computational Science | [PDF]

• Tailored Emotional LLM-Supporter: Enhancing Cultural Sensitivity
• Chen Cecilia Liu*, Hiba Arnaout*, Nils Kovačić, Dana Atzil-Slonim, Iryna Gurevych
• arXiv | [PDF]

• A Comprehensive Review of Datasets for Clinical Mental Health AI Systems
• Aishik Mandal, Prottay Kumar Adhikary, Hiba Arnaout, Iryna Gurevych, Tanmoy Chakraborty
• arXiv | [PDF]

• Enhancing Depression Detection via Question-wise Modality Fusion
• Aishik Mandal, Dana Atzil-Slonim, Thamar Solorio, Iryna Gurevych
• CLPsych, NAACL 2025 | [PDF]

• Socratic Reasoning Improves Positive Text Rewriting
• Anmol Goel, Nico Daheim, Christian Montag, Iryna Gurevych
• CLPsych, NAACL 2025 | [PDF]

• MAGneT: Coordinated Multi-Agent Generation of Synthetic Multi-Turn Mental Health Counseling Sessions
• Aishik Mandal, Tanmoy Chakraborty, Iryna Gurevych
• arXiv | [PDF]

2024

• Predicting Client Emotions and Therapist Interventions in Psychotherapy Dialogues
• Tobias Mayer, Neha Warikoo, Amir Eliassaf, Dana Atzil-Slonim, Iryna Gurevych
• EACL 2024

2023

• Semantic Similarity Models for Depression Severity Estimation
• Anxo Pérez, Neha Warikoo, Kexin Wang, Javier Parapar, Iryna Gurevych
• EMNLP 2023 | [PDF]

2022

• NLP meets psychotherapy: Using predicted client emotions and self-reported client emotions to measure emotional coherence
• Neha Warikoo, Tobias Mayer, Dana Atzil-Slonim, Amir Eliassaf, Shira Haimovitz, Iryna Gurevych
• PAI4MH 2022 (NeurIPS 2022) | [PDF]

• GDPR compliant collection of Therapist-Patient-Dialogues
• Tobias Mayer, Neha Warikoo, Oliver Grimm, Andreas Reif, Iryna Gurevych
• PAI4MH 2022 (NeurIPS 2022) | [PDF]