Language Modeling in Einsteinian Relativistic Spacetime | RSLM Theory

RSLM Theory is a theoretical framework of language modeling grounded in Einsteinian General Relativity. The model lives on a Riemannian manifold where linguistic structure is represented as curvature of spacetime, learning proceeds by bending spacetime - adapting the metric so geodesics align with syntactic and semantic regularities. The paper also introduces the Airsoft function, a smooth curvature-control term that softly regulates extreme updates, stabilizes metric evolution, and preserves interpretability of geodesic flows. RSLM reframes capacity, memory, and long-range dependency handling as curvature dynamics in a physically consistent geometry.