Stability as a Liability:Systematic Breakdown of Linguistic Structure in LLMs. - Xianzhe Meng; Qiangsheng Zeng; Ling Luo; Qinghan Yang; Jiarui Hao; Wenbo Wu; Qinyu Wang; Rui Yin; Lin Qi; Renzhi Lu (CoRR, 2026)