Nonequilibrium Semantic Thermodynamics on Typed Graphs

We present a nonequilibrium thermodynamics of meaning on typed discourse graphs that turns coherence into measurable, controllable, and reproducible quantities. The state (𝑆,𝜎,𝑔𝑉,Θ)closes under a flux law 𝐵=𝜎∇𝑆and a free energy 𝐹=𝑈−Θ𝐻sem; coherence 𝜅and entropy production Σ̇serve as human-readable observables. We prove that 𝐹is a Lyapunov functional for the field dynamics (𝐹̇=−Θ Σ̇≤0), derive stability corridors, and show that Σ̇spikes act as early-warning signals of forthcoming drift. In the small-force regime we obtain a discrete Green–Kubo/FDT formula that identifies 𝜎from autocorrelations of the observable flux 𝐵, with finite-sample estimators and confidence bounds. We establish structure-invariance guarantees—Δ ⁣Fold≤𝐶1∥∇𝑆∥𝑊2 and boundary stability BS≥1−𝐶2∥∇𝑆∥2—with constants tied to a 𝜎-weighted Cheeger floor. To make claims auditable, SIP RFC-0001 specifies a deterministic, batch-invariant decode path (seed/version pins, run-card, byte-exact verifier). Experiments validate 𝜎on synthetic typed graphs and show, in RAG/long-context pipelines, that field regularization lowers Δ ⁣Fold, raises BS and 𝜅, and triggers timely Σ̇alarms; under load, RFC-0001 attains 100% cross-node reproducibility. We evaluate two preregistered predictions: smoothing ∥∇𝑆∥monotonically reduces Δ ⁣Fold, and Σ̇spikes forecast drift windows.

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-09-25
DOI
https://doi.org/10.5281/zenodo.17199092
Primary Topic
Air Traffic Management and Optimization
Type
article
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article

Nonequilibrium Semantic Thermodynamics on Typed Graphs

Zenodo (CERN European Organization for Nuclear Research)
Air Traffic Management and Optimization
article

Nonequilibrium Semantic Thermodynamics on Typed Graphs

article en

Abstract

We present a nonequilibrium thermodynamics of meaning on typed discourse graphs that turns coherence into measurable, controllable, and reproducible quantities. The state (𝑆,𝜎,𝑔𝑉,Θ)closes under a flux law 𝐵=𝜎∇𝑆and a free energy 𝐹=𝑈−Θ𝐻sem; coherence 𝜅and entropy production Σ̇serve as human-readable observables. We prove that 𝐹is a Lyapunov functional for the field dynamics (𝐹̇=−Θ Σ̇≤0), derive stability corridors, and show that Σ̇spikes act as early-warning signals of forthcoming drift. In the small-force regime we obtain a discrete Green–Kubo/FDT formula that identifies 𝜎from autocorrelations of the observable flux 𝐵, with finite-sample estimators and confidence bounds. We establish structure-invariance guarantees—Δ ⁣Fold≤𝐶1∥∇𝑆∥𝑊2 and boundary stability BS≥1−𝐶2∥∇𝑆∥2—with constants tied to a 𝜎-weighted Cheeger floor. To make claims auditable, SIP RFC-0001 specifies a deterministic, batch-invariant decode path (seed/version pins, run-card, byte-exact verifier). Experiments validate 𝜎on synthetic typed graphs and show, in RAG/long-context pipelines, that field regularization lowers Δ ⁣Fold, raises BS and 𝜅, and triggers timely Σ̇alarms; under load, RFC-0001 attains 100% cross-node reproducibility. We evaluate two preregistered predictions: smoothing ∥∇𝑆∥monotonically reduces Δ ⁣Fold, and Σ̇spikes forecast drift windows.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 35%
Air Traffic Management and Optimization
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Nonequilibrium Semantic Thermodynamics on Typed Graphs · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS