More with Less: a Large Scale Remote Sensing VLM with a Simple Recipe
The More with Less Remote Senser (MLRS) model achieves competitive remote sensing performance without new architecture by focusing on massive data scale and task diversity rather than architectural novelty. It uses a single language policy to either answer directly or call a localization tool for segmentation, trained via multi-task reinforcement learning.