Interviews with 18 older adults show that AI safety interventions frequently disrupt emotional support-seeking, leading to calls for designs that respect users' pacing and preserve agency.
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2 Pith papers cite this work. Polarity classification is still indexing.
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Pith papers citing it
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2026 2verdicts
UNVERDICTED 2representative citing papers
SAGE uses a Next Strategy Classifier and Graph-Aware Attention on a psychologically grounded graph to improve LLM strategy prediction and response quality in online counseling.
citing papers explorer
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Designing with Tensions: Older Adults' Emotional Support-Seeking Under System-Level Constraints in Conversational AI
Interviews with 18 older adults show that AI safety interventions frequently disrupt emotional support-seeking, leading to calls for designs that respect users' pacing and preserve agency.
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SAGE: A Strategy-Aware Graph-Enhanced Generation Framework For Online Counseling
SAGE uses a Next Strategy Classifier and Graph-Aware Attention on a psychologically grounded graph to improve LLM strategy prediction and response quality in online counseling.