SOFIA: a knowledge-infused prompt-based reasoning framework for anxiety screening in social media
SOFIA (Anxious? SOFten-It-Out) is introduced, a novel prompt-based reasoning framework that enhances PLM capability for binary AD without full fine-tuning and highlights SOFIA's effectiveness as a scalable, low-resource, and knowledge-informed framework for digital mental health screening applications.