@article{scaledontfinetuneguidingmultimodalllmsfo, title = {Scale, Don't Fine-tune: Guiding Multimodal LLMs for Efficient Visual Place Recognition at Test-Time}, author = {Jintao Cheng and Weibin Li and Jiehao Luo and Xiaoyu Tang and Zhijian He and Jin Wu and Yao Zou and Wei Zhang}, year = {2025}, eprint = {2509.02129}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2509.02129}, }