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Zhi-Cong Lu

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Preprint Aug 2026

Balancing Safety and Autonomy: Accessibility-Oriented Interventions in Generative AI for Cognitive Impairment

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
#artificial intelligence Preprint Sep 2026

You Really Didn't Get That? Benchmarking Social Pragmatic Inference for Indirect and Playful Chinese Online Comments

A benchmark for evaluating whether LLMs can recover situated pragmatic meanings in Chinese online comments is introduced, and case analysis shows that models often recognize broad irony or playfulness while misidentifying the mechanism or interactional move.

Yin-Hong Shi, Jun-Jie Ma, Emma Jiren Wang et al. · 0 citations

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