The Development of LLMs for Embodied Navigation. - Jinzhou Lin 001; Han Gao; Xuxiang Feng; Rongtao Xu; Changwei Wang 001; Man Zhang 005; Li Guo 004; Shibiao Xu (CoRR, 2023)