Can Pretrained Vision-Language Embeddings Alone Guide Robot Navigation? - Nitesh Subedi; Adam Haroon; Shreyan Ganguly; Samuel T. K. Tetteh; Prajwal Koirala; Cody H. Fleming; Soumik Sarkar (CoRR, 2025)