Yes, vision LLMs are pretty good geo-guessers (I had wondered about this) easily beating humans Bigger LLMs are more accurate and data leakage (having seen the same picture in training) does not seem to be a big problem. The models are better at urban & more developed areas arxiv.org/pdf/2502.11163