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February 13, 20260 citationsOpen Access

Semantic Gravitation I: Gradient Fields of Semantic Dynamics on Hilbert Spaces

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GKGerrit Klawitter

Key Points

  • The aim is to explore whether meaning can be treated as a dynamic object within a mathematical framework.
  • Develop mathematical representation of semantic states in separable Hilbert spaces.
  • Utilize deterministic gradient flows and stochastic Langevin dynamics for evolution.
  • Establish existence and stability of dynamics under specific assumptions.
  • Illustrate framework with examples in finite-dimensional and field-like settings.
  • Demonstrated dynamics induce Fokker-Planck equations with a free-energy functional.
  • Established qualitative behavior of dynamics under certain assumptions.

Abstract

Semantic Gravitation is a new open research programme that explores whether “meaning” can be treated as a dynamical object with its own geometry and stability structure—analogous to how physics treats states, flows, and potentials. The aim is not to claim a finished theory, but to propose a precise formal scaffold that can be inspected, tested, and either refined or rejected. This first paper develops the local mathematical core of the programme: semantic states are represented as points in separable Hilbert spaces and evolve under (i) deterministic gradient flows driven by a potential and (ii) stochastic Langevin-type dynamics. On the level of probability distributions, these dynamics induce Fokker–Planck equations with an associated free-energy functional acting as a Lyapunov function. The focus is structural and analytic rather than ontological. Under explicit assumptions, the paper establishes existence, stability, and qualitative behaviour of the dynamics, and illustrates the framework through finite-dimensional and field-like examples. It provides the Hilbert-space foundation for subsequent parts of the Semantic Gravitation series.

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Cite This Study

Gerrit Klawitter (2026) studied this question.

synapsesocial.com/papers/698ebf5d85a1ff6a93016b80https://doi.org/10.5281/zenodo.18609641
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