Generative AI systems are increasingly used by older adults with cognitive impairment for everyday tasks such as information seeking, health management, and communication. While these systems provide flexible, language-based support, their open-ended outputs introduce risks of over-reliance, misinterpretation, and inap...
Yi-Bo Meng, Jing-Ruo Chen, Lyumanshan Ye et al.· 2 citations
A mixed-methods investigation to characterize and mitigate memory misalignment from user perspectives, which highlights the tension between supervisory agency and interaction overhead, and advocates for friction-aware memories that balance user oversight with conversation smoothness.
Jing-Ruo Chen, Shu-Ning Zhang, Er-Yue Xu et al.· 0 citations
Social media fact-checking has long been challenged by evidence-level and aggregation-level conflicts, where erroneous evidence mimics authoritative news sources. To capture this challenge and support conflict verification tasks, we present ContraNote, a large-scale real-world dataset curated from X's Community Notes s...
Shu-Ning Zhang, D. Shi, Bo-Hao Chu et al.· 0 citations
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