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Incremental Context Expansion and Domain-Adapted Transformers for Early Mental Health Risk Detection in Spanish
Early detection of mental health disorders in Spanish is limited by two main factors: the scarcity of domain-specific Spanish language models and the difficulty of making timely predictions from long, progressively available social media histories. This paper addresses these challenges through four main contributions....
Improving Mental Health Screening and Early Risk Detection in Spanish
Three Spanish foundational models specifically adapted to the mental health domain through domain-specific pre-training are introduced and an automatic relabeling methodology designed for early detection, Incremental Context Expansion (ICE), is proposed.