Stability as a Liability:Systematic Breakdown of Linguistic Structure in LLMs.

Qinyu Wang Qinyu Wang 0001 https://orcid.org/0009-0009-5704-135X Northwestern Polytechnical University, Xi'an, China Qinyu Wang 0002 https://orcid.org/0000-0001-6375-0819 South China University of Technology, Guangzhou, China Qinyu Wang 0003 https://orcid.org/0009-0008-3554-5170 Shanghai Jiao Tong University, Shanghai, China Qinyu Wang 0004 https://orcid.org/0009-0009-6192-0699 Victoria University of Wellington, Wellington, New Zealand

Xianzhe Meng Qiangsheng Zeng Ling Luo Qinghan Yang Jiarui Hao Wenbo Wu Qinyu Wang Rui Yin Lin Qi Renzhi Lu Stability as a Liability:Systematic Breakdown of Linguistic Structure in LLMs. 2026 January abs/2601.18588 CoRR https://doi.org/10.48550/arXiv.2601.18588 db/journals/corr/corr2601.html#abs-2601-18588 streams/journals/corr

Xiangfeng Sun Yuanting Zhang Qinyu Wang Xiaofeng Zou Yujia Liu Ziqian Zeng Huiping Zhuang DRViT: A dynamic redundancy-aware vision transformer accelerator via algorithm and architecture co-design on FPGA. 105042 2025 199 J. Parallel Distributed Comput. https://doi.org/10.1016/j.jpdc.2025.105042 db/journals/jpdc/jpdc199.html#SunZWZLZZ25 streams/journals/jpdc

Qinyu Wang Chenxu Lu Long Gao Gang He Transformer-Based Multiple-Object Tracking via Anchor-Based-Query and Template Matching. 229 2024 24 Sensors 1 https://doi.org/10.3390/s24010229 db/journals/sensors/sensors24.html#WangLGH24

Qinyu Wang Chan Wang Rongpeng Li Hanyu Wei Minjian Zhao Continual MARL-assisted Traffic-Adaptive GC-MAC Protocol for Task-Driven Directional MANETs. 1-6 2024 VTC Fall https://doi.org/10.1109/VTC2024-Fall63153.2024.10757778 conf/vtc/2024f db/conf/vtc/vtc2024f.html#WangWLWZ24 Shuhua Liu Ang Gao Qinyu Wang Yansu Hu DRL-based Joint Optimization for Energy Efficiency Maximization in DAV-NOMA Networks. 1-6 2023 WOCC https://doi.org/10.1109/WOCC58016.2023.10139729 conf/wocc/2023 db/conf/wocc/wocc2023.html#LiuGWH23

Yanyun Tao Lijun Zhang Qinyu Wang Rong Chen Yuzhen Zhang A multi-population evolution stratagy and its application in low area/power FSM synthesis. 139-161 2019 18 Nat. Comput. 1 https://doi.org/10.1007/s11047-017-9659-5 db/journals/nc/nc18.html#TaoZWCZ19

Yanyun Tao Yuzhen Zhang Qinyu Wang Fuzzy c-mean clustering-based decomposition with GA optimizer for FSM synthesis targeting to low power. 40-52 2018 68 Eng. Appl. Artif. Intell. https://doi.org/10.1016/j.engappai.2017.10.022 db/journals/eaai/eaai68.html#TaoZW18

Yanyun Tao Yuzhen Zhang Qinyu Wang Jian Cao 0001 MPGA: an evolutionary state assignment for dynamic and leakage power reduction in FSM synthesis. 111-120 2018 12 IET Comput. Digit. Tech. 3 https://doi.org/10.1049/iet-cdt.2016.0199 db/journals/iet-cdt/iet-cdt12.html#TaoZWC18

Yanyun Tao Qinyu Wang Yuzhen Zhang Genetic Fuzzy c-mean clustering-based decomposition for low power FSM synthesis. 642-648 2017 CEC https://doi.org/10.1109/CEC.2017.7969371 conf/cec/2017 db/conf/cec/cec2017.html#TaoWZ17 Yanyun Tao Yuzhen Zhang Qinyu Wang Low-power FSM synthesis using a fuzzy c-mean clustering-based decomposition. 141-142 2017 GECCO (Companion) https://doi.org/10.1145/3067695.3075988 https://www.wikidata.org/entity/Q130923953 conf/gecco/2017c db/conf/gecco/gecco2017c.html#TaoZW17 Jian Cao 0001 Rong Chen Ang Gao Long Gao Jiarui Hao Gang He Yansu Hu Rongpeng Li Shuhua Liu Yujia Liu Chenxu Lu Renzhi Lu Ling Luo Xianzhe Meng Lin Qi Xiangfeng Sun Yanyun Tao Chan Wang Hanyu Wei Wenbo Wu Qinghan Yang Rui Yin Qiangsheng Zeng Ziqian Zeng Lijun Zhang Yuan-Ting ZhangYuanting Zhang Yuzhen Zhang Minjian Zhao Huiping Zhuang Xiaofeng Zou