@article{reasoningwithpixellevelprecisionqvlmarch,
  title = {Reasoning with Pixel-level Precision: QVLM Architecture and SQuID Dataset for Quantitative Geospatial Analytics},
  author = {Peter A. Massih and Eric Cosatto},
  year = {2026},
  eprint = {2601.13401},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2601.13401},
}