Towards Understanding and Measuring COGNITIVE ATROPHY in LLM Behaviour
Authors: Abeer Badawi, Moyosoreoluwa Olatosi, Negin Baghbanzadeh, Laleh Seyyed-Kalantari, Frank Rudzicz, R. Shayna Rosenbaum, Sara Pishdadian, Elham Dolatabadi.
Dr. Abeer Badawi holds a PhD in Computer Engineering focused on Health and AI. She is currently a Postdoctoral Researcher at York University and a Faculty Affiliate Researcher at Vector Institute, with over 10 years of experience in AI, LLMs, Computer Engineering, and real-world healthcare applications. Research: Her research focuses on Responsible AI; Safety and Alignment; Human-Centred AI; LLM Behaviour and Evaluation; Cognitive and Mental Health; and AI for Health. Funding & Awards: Her research has received competitive funding and awards, including the OpenAI AI and Mental Health Research Grant, Connected Minds Canada First Research Excellence Fund (CFREF), Youth Anxiety funding through Beneva and York University, and the Ontario Graduate Scholarship (OGS).
Collaborations: She collaborated with OpenAI, Vector Institute, University of Toronto, University Health Network (UHN), CAMH (Centre for Addiction and Mental Health), Kids Help Phone (KHP), Ontario Shores Centre for Mental Health Sciences, York University, Dalhousie University, and Ontario Tech University. Publications & Teaching: She has authored 25+ publications and research manuscripts in venues such as ICML, EACL, EMNLP, JMIR, and IEEE, and taught more than 20 courses across three universities. Industry Experience: She also worked in industry as a Machine Learning Researcher at York University, a Machine Learning Specialist at Vector Institute, and a Data Scientist at BetterCart Technologies Inc.
Authors: Abeer Badawi, Moyosoreoluwa Olatosi, Negin Baghbanzadeh, Laleh Seyyed-Kalantari, Frank Rudzicz, R. Shayna Rosenbaum, Sara Pishdadian, Elham Dolatabadi.
𝐀𝐮𝐭𝐡𝐨𝐫𝐬: 𝐀𝐛𝐞𝐞𝐫 𝐁𝐚𝐝𝐚𝐰𝐢, 𝐌𝐝 𝐓𝐚𝐡𝐦𝐢𝐝 𝐑𝐚𝐡𝐦𝐚𝐧 𝐋𝐚𝐬𝐤𝐚𝐫, 𝐉𝐢𝐦𝐦𝐲 𝐗𝐢𝐚𝐧𝐠𝐣𝐢 𝐇𝐮𝐚𝐧𝐠, 𝐒𝐡𝐚𝐢𝐧𝐚 𝐑𝐚𝐳𝐚, 𝐄𝐥𝐡𝐚𝐦 𝐃𝐨𝐥𝐚𝐭𝐚𝐛𝐚𝐝𝐢.
𝐀𝐮𝐭𝐡𝐨𝐫𝐬: 𝐀𝐛𝐞𝐞𝐫 𝐁𝐚𝐝𝐚𝐰𝐢, 𝐄𝐥𝐚𝐡𝐞 𝐑𝐚𝐡𝐢𝐦𝐢, 𝐌𝐝 𝐓𝐚𝐡𝐦𝐢𝐝 𝐑𝐚𝐡𝐦𝐚𝐧 𝐋𝐚𝐬𝐤𝐚𝐫, 𝐒𝐡𝐞𝐫𝐢 𝐆𝐫𝐚𝐜𝐡, 𝐋𝐢𝐧𝐝𝐬𝐚𝐲 𝐁𝐞𝐫𝐭𝐫𝐚𝐧𝐝, 𝐋𝐚𝐦𝐞𝐬 𝐃𝐚𝐧𝐨𝐤, 𝐉𝐢𝐦𝐦𝐲 𝐇𝐮𝐚𝐧𝐠, 𝐅𝐫𝐚𝐧𝐤 𝐑𝐮𝐝𝐳𝐢𝐜𝐳, 𝐄𝐥𝐡𝐚𝐦 𝐃𝐨𝐥𝐚𝐭𝐚𝐛𝐚𝐝𝐢.
𝐀𝐮𝐭𝐡𝐨𝐫𝐬: 𝐀𝐛𝐞𝐞𝐫 𝐁𝐚𝐝𝐚𝐰𝐢, 𝐒𝐨𝐦𝐚𝐲𝐲𝐚 𝐄𝐥𝐦𝐨𝐠𝐡𝐚𝐳𝐲, 𝐒𝐚𝐦𝐢𝐫𝐚 𝐂𝐡𝐨𝐮𝐝𝐡𝐮𝐫𝐲, 𝐒𝐚𝐫𝐚 𝐄𝐥𝐠𝐚𝐳𝐳𝐚𝐫, 𝐊𝐡𝐚𝐥𝐢𝐝 𝐄𝐥𝐠𝐚𝐳𝐳𝐚𝐫, 𝐀𝐦𝐞𝐫 𝐌 𝐁𝐮𝐫𝐡𝐚𝐧.
𝐀𝐮𝐭𝐡𝐨𝐫𝐬: 𝐒𝐡𝐞𝐫𝐢 𝐆𝐫𝐚𝐜𝐡*, 𝐀𝐛𝐞𝐞𝐫 𝐁𝐚𝐝𝐚𝐰𝐢*, 𝐅𝐚𝐫𝐚𝐡 𝐀𝐡𝐦𝐚𝐝, 𝐄𝐥𝐡𝐚𝐦 𝐃𝐨𝐥𝐚𝐭𝐚𝐛𝐚𝐝𝐢.
Authors: Mohammadreza Riyazat, Vian Lelo, Rameen Jafri, Yumna Khan, Abeer Badawi.
Dr. Elham Dolatabadi - Digital health and AI research - York University and Vector Institue - Faculty of Health and faculty of Engineering
Dr. Khalid Elgazzar - Wearable sensors, AI and IoT - Computer Engineering , Ontario Tech University
Dr. Shehroz Khan - Intelligent assistive technology and systems lab - Department of Occupational Science and Occupational Therapy at the University of Toronto
Dr. Frank Rudzicz's - Machine learning, NLP, and healthcare - Faculty of Computer Science - Dalhousie University