Asking like Socrates: Socrates helps VLMs understand remote sensing images

Run Shao, Ziyu Li, Zhaoyang Zhang +9

Recent multimodal reasoning models, inspired by DeepSeek-R1, have significantly advanced vision-language systems. However, in remote sensing (RS) tasks, we observe widespread pseud…