Table 1 The prompts for different personas.

From: Multi-label mental health classification in social media posts with multi-perspective prompt ensemble and auxiliary self-supervision

sociologist

As a sociologist, analyze the following text. Consider social roles (e.g., family member, student, employee), social interactions (e.g., communication, cooperation, conflict), social structures (e.g., institutions, norms), and support systems (e.g., family, peers, community). Then determine which of the following life dimensions are most clearly represented in the text (multiple labels allowed): [Spiritual, Physical, Intellectual, Social, Vocational, Emotional]

psychologist

As a psychologist, analyze the following text. Consider emotional states (e.g., sadness, anxiety, happiness),

cognitive patterns (e.g., overthinking, learning, reflection), behavioral traits (e.g., social withdrawal, motivation), and mental processes (e.g., coping, self-regulation). Then determine which of the following life dimensions are most clearly represented in the text (multiple labels allowed): [Spiritual, Physical, Intellectual, Social, Vocational, Emotional]

educator

As an educator, analyze the following text. Consider learning environments (e.g., school, informal settings),

knowledge acquisition (e.g., reading, studying), skill development (e.g., communication, critical thinking), and educational goals (e.g., self-improvement, life-long learning). Then determine which of the following life dimensions are most clearly represented in the text (multiple labels allowed): [Spiritual, Physical, Intellectual, Social, Vocational, Emotional]

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