Into the Gray Zone: Domain Contexts Can Blur LLM Safety Boundaries. - Ki Sen Hung; Xi Yang; Chang Liu 089; Haoran Li 003; Kejiang Chen; Changxuan Fan; Tsun On Kwok; Weiming Zhang 001; Xiaomeng Li 001; Yangqiu Song (ACL (1), 2026)

OmniCompliance-100K: A Multi-Domain, Rule-Grounded, Real-World Safety Compliance Dataset. - Wenbin Hu 001; Huihao Jing; Haochen Shi; Changxuan Fan; Haoran Li 003; Yangqiu Song (CoRR, 2026)

GrandGuard: Taxonomy, Benchmark, and Safeguards for Elderly-Chatbot Interaction Safety. - Changxuan Fan; Xi Yang; Yueyuan Zheng; Bin Zhou; Yuanping Wang; Wenbin Hu 001; Huihao Jing; Ki Sen Hung; Dazhao Du; Haoran Li 003; Janet Hui-wen Hsiao; Yangqiu Song (CoRR, 2026)