@article{llmcareearlydetectionofcognitiveimpairme, title = {LLMCARE: early detection of cognitive impairment via transformer models enhanced by LLM-generated synthetic data}, author = {Ali Zolnour and Hossein Azadmaleki and Yasaman Haghbin and Fatemeh Taherinezhad and Mohamad Javad Momeni Nezhad and Sina Rashidi and Masoud Khani and AmirSajjad Taleban and Samin Mahdizadeh Sani and Maryam Dadkhah and James M. Noble and Suzanne Bakken and Yadollah Yaghoobzadeh and Abdol-Hossein Vahabie and Masoud Rouhizadeh and Maryam Zolnoori}, year = {2025}, eprint = {2508.10027}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2508.10027}, }