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CounselReflect is introduced, a tool that translates literature-grounded counseling quality metrics into a user-facing reflection framework that argues that reflection tools should surface blind spots and scaffold more holistic examination of AI interactions.
CALICO is presented, a human-centered, codebook-aligned annotation workflow that treats prompts as editable, versioned, and optimizable artifacts and integrates codebook parsing, prompt generation, result inspection, prompt versioning, natural language human feedback, and label-supervised prompt optimization through ex...
The AI Companion Vulnerability-Response Taxonomy is introduced, a grounded, paired taxonomy of user vulnerability and chatbot response designed for analyzing extended companion chatbot interactions and reveals distinct response profiles of AI companions in conversations with vulnerable users.
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