AIBearisharXiv – CS AI · 6h ago7/10
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Creating Multilingual Mental Health Dialogue Datasets: Limits of Persona-Based Localization via Nationality and Language
Researchers reveal significant limitations in using English-centric persona-based methods to generate multilingual mental health datasets, finding that simply adding nationality and language parameters introduces clinical inconsistencies and causes LLM evaluators to perform poorly on non-English depression severity assessments. The study underscores the urgent need for culturally responsive data generation approaches to build equitable AI mental health systems globally.