Original ResearchPublished 18 September 2026Brain-inspired cognitive state modeling of complex English discourse reading: an LLM-parameterized hierarchical semi-Markov approachBing Xie · Yongjin Hu · Linlin ZhaoFrontiers in Neuroroboticsdoi 10.3389/fnbot.2026.1930227