Ergodic Semantics: Why the Fold Grips, But Not When

The empirical programme of this framework has produced strong evidence that meaningful order reliably emerges from initially disordered semantic configurations. Under Semantic Ricci Flow—the geometric dynamics that govern how semantic curvature evolves—almost all trajectories converge to a characteristic band of curvature values. This “0.8-signature” is not a metaphor for held tension; it appears as a measurable attractor of the flow, a fixed point toward which all paths tend. Yet the same experiments reveal an equally robust finding: the time at which any given trajectory enters this attractor band cannot be predicted from the macroscopic features of its initial state. The onset time τ fluctuates substantially even between runs that share identical parameters and differ only in microscopic details. The paradox can be stated succinctly:We can empirically demonstrate the existence and robustness of semantic emergence. We cannot construct a reliable predictor for its timing.

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-12-11
DOI
https://doi.org/10.5281/zenodo.17902455
Primary Topic
Embodied and Extended Cognition
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Ergodic Semantics: Why the Fold Grips, But Not When

Zenodo (CERN European Organization for Nuclear Research)
Embodied and Extended Cognition
article

Ergodic Semantics: Why the Fold Grips, But Not When

article en

Abstract

The empirical programme of this framework has produced strong evidence that meaningful order reliably emerges from initially disordered semantic configurations. Under Semantic Ricci Flow—the geometric dynamics that govern how semantic curvature evolves—almost all trajectories converge to a characteristic band of curvature values. This “0.8-signature” is not a metaphor for held tension; it appears as a measurable attractor of the flow, a fixed point toward which all paths tend. Yet the same experiments reveal an equally robust finding: the time at which any given trajectory enters this attractor band cannot be predicted from the macroscopic features of its initial state. The onset time τ fluctuates substantially even between runs that share identical parameters and differ only in microscopic details. The paradox can be stated succinctly:We can empirically demonstrate the existence and robustness of semantic emergence. We cannot construct a reliable predictor for its timing.

Zenodo (CERN European Organization for Nuclear Research)
Reduced inequalities
Openalex Percentile: Top 36%
Embodied and Extended Cognition
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.