DRIVE-Nav: Directional Reasoning, Inspection, and Verification for Efficient Open-Vocabulary Navigation. - Maoguo Gao; Zejun Zhu; Zhiming Sun; Zhengwei Ma; Longze Yuan; Zhongjing Ma; Zhigang Gao; Jinhui Zhang 003; Suli Zou (CoRR, 2026)