Fine-Tuning Vision-Language Models for Visual Navigation Assistance. - Xiao Li; Bharat Gandhi; Ming Zhan; Mohit Nehra; Zhicheng Zhang; Yuchen Sun; Meijia Song; Naisheng Zhang; Xi Wang (CoRR, 2025)