Redesigned LLM summaries of older adults' tracking data, structured as multi-layer narratives, were rated higher in satisfaction, helpfulness, trust, and willingness by 11 remote family members in a survey.
Bias beneath the tone: Empirical characterisation of tone bias in llm-driven ux systems.arXiv preprint arXiv:2512.19950, 2025
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From 'What' to 'How' and 'Why': Sharing LLM-Generated Retrospective Summaries of Older Adults' Passive Tracking Data with Remote Family Members
Redesigned LLM summaries of older adults' tracking data, structured as multi-layer narratives, were rated higher in satisfaction, helpfulness, trust, and willingness by 11 remote family members in a survey.