From Folding to Reasoning: Spectral Bifurcations and Phase Transitions in Typed Semantic Graphs

We study Reasoning Phase Transitions (RPTs) in typed discourse graphs controlled by a fold parameter 𝛼(depth/resonance). Building on a field kernel with B = σ∇S, free energy 𝐹=𝑈−Θ𝐻sem, coherence 𝜅, dissipation Σ̇, and geometry-aware invariance metrics (ΔFold/IS/BS), we show that critical reasoning leaps occur at an 𝛼\*marked by a multi-signal coincidence: a peak in 𝑑𝜆2/𝑑𝛼, a sharp rise in the relational composition index 𝑑 RCI𝐿/𝑑𝛼≫0, and simultaneous improvements 𝑑 ΔFold/𝑑𝛼≪0, 𝑑Σ̇/𝑑𝛼≪0. We prove a necessity theorem: untyped densification can inflate 𝜆2without gains in RCI𝐿or ΔFold, hence typing (constraints & inverses) is necessary—not merely helpful—for reliable composition. We identify predictors—tension susceptibility 𝜒𝑆=∂∥∇𝑆∥/∂𝛼and the spectral ratio 𝜆3/𝜆2—and provide an online detector with peak search, multi-signal gating, and false-alarm control, integrated into a governance hook (“No leap without logs”). Experiments (E1–E4) link RPTs causally to jumps in invariance and task reliability across toy typed graphs, an ontology “mini-universe,” RAG pipelines, and LLM reasoning suites. Seeds are open and artifacts public.

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-09-25
DOI
https://doi.org/10.5281/zenodo.17199134
Primary Topic
Microfluidic and Capillary Electrophoresis Applications
Type
article
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article

From Folding to Reasoning: Spectral Bifurcations and Phase Transitions in Typed Semantic Graphs

Zenodo (CERN European Organization for Nuclear Research)
Microfluidic and Capillary Electrophoresis Applications
article

From Folding to Reasoning: Spectral Bifurcations and Phase Transitions in Typed Semantic Graphs

article en

Abstract

We study Reasoning Phase Transitions (RPTs) in typed discourse graphs controlled by a fold parameter 𝛼(depth/resonance). Building on a field kernel with B = σ∇S, free energy 𝐹=𝑈−Θ𝐻sem, coherence 𝜅, dissipation Σ̇, and geometry-aware invariance metrics (ΔFold/IS/BS), we show that critical reasoning leaps occur at an 𝛼\*marked by a multi-signal coincidence: a peak in 𝑑𝜆2/𝑑𝛼, a sharp rise in the relational composition index 𝑑 RCI𝐿/𝑑𝛼≫0, and simultaneous improvements 𝑑 ΔFold/𝑑𝛼≪0, 𝑑Σ̇/𝑑𝛼≪0. We prove a necessity theorem: untyped densification can inflate 𝜆2without gains in RCI𝐿or ΔFold, hence typing (constraints & inverses) is necessary—not merely helpful—for reliable composition. We identify predictors—tension susceptibility 𝜒𝑆=∂∥∇𝑆∥/∂𝛼and the spectral ratio 𝜆3/𝜆2—and provide an online detector with peak search, multi-signal gating, and false-alarm control, integrated into a governance hook (“No leap without logs”). Experiments (E1–E4) link RPTs causally to jumps in invariance and task reliability across toy typed graphs, an ontology “mini-universe,” RAG pipelines, and LLM reasoning suites. Seeds are open and artifacts public.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 52%
Microfluidic and Capillary Electrophoresis Applications
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