GeoMind: Explicit Spatial Reasoning via Dual-Reference Geometric Modeling
GeoMind, a model-then-reason framework that employs a single LLM to autoregressively generate an explicit Geometric Description Language (GDL) map, serving as a grounded context to derive the final answer, suggests that explicit geometric grounding enables robust spatial reasoning without human annotation.