4 papers
PsychiatryBench: A Multi-Task Benchmark for LLMs in Psychiatry
Aya E. Fouda, Abdelrahamn A. Hassan, Radwa J. Hanafy +1
Large language models (LLMs) offer significant potential in enhancing psychiatric practice, from improving diagnostic accuracy to streamlining clinical documentation and therapeuti…
Leveraging Audio and Text Modalities in Mental Health: A Study of LLMs Performance
Abdelrahman A. Ali, Aya E. Fouda, Radwa J. Hanafy +1
Mental health disorders are increasingly prevalent worldwide, creating an urgent need for innovative tools to support early diagnosis and intervention. This study explores the pote…
Leveraging Embedding Techniques in Multimodal Machine Learning for Mental Illness Assessment
Abdelrahaman A. Hassan, Abdelrahman A. Ali, Aya E. Fouda +2
The increasing global prevalence of mental disorders, such as depression and PTSD, requires objective and scalable diagnostic tools. Traditional clinical assessments often face lim…
A Comprehensive Evaluation of Large Language Models on Mental Illnesses in Arabic Context
Noureldin Zahran, Aya E. Fouda, Radwa J. Hanafy +1
Mental health disorders pose a growing public health concern in the Arab world, emphasizing the need for accessible diagnostic and intervention tools. Large language models (LLMs)…