SATURN: Symbolic Spatial Reasoning for Multi-Perspective Grounding
The 2026 Conference on Empirical Methods in Natural Language Processing (EMNLP 2026 Main Conference), 2026
Danial Kamali, Tanawan Premsri, Shreya Rajpal, Amir Zadeh, Chuan Li, and Parisa Kordjamshidi.
SATURN is a neuro-symbolic framework for perspective-aware compositional spatial reasoning. It reconstructs approximate 3D scenes, derives soft spatial predicates, and uses a training-free symbolic executor while preserving uncertainty through multi-hop inference.