Powered by OpenAIRE graph
Found an issue? Give us feedback
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ ZENODOarrow_drop_down
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
ZENODO
Other literature type . 2025
License: CC BY
Data sources: ZENODO
ZENODO
Other literature type . 2025
License: CC BY
Data sources: Datacite
ZENODO
Other literature type . 2025
License: CC BY
Data sources: Datacite
versions View all 2 versions
addClaim

Accumulated Context as Coherence: An Empirical Test of the Rose Glass Framework

Authors: MacGregor, Christopher Kenneth;

Accumulated Context as Coherence: An Empirical Test of the Rose Glass Framework

Abstract

This paper presents an empirical test of the Rose Glass framework's core claim: that coherence in human-AI communication is constructed through accumulated context rather than discovered as pre-existing capability. Two instances of the same large language model (Claude) received identical prompts about cross-cultural emotional ambiguity. One operated within a project containing Rose Glass documentation and accumulated conversation history; the other operated blank. Both independently arrived at the same insight—"coherence is constructed, not discovered"—but expressed it with measurably different characteristics: the contextualized instance demonstrated higher internal consistency, framework-specific terminology, and architectural confidence. This convergence-with-differentiation pattern provides preliminary empirical support for the framework's theoretical claims and raises questions about the role of synthetic relationship in knowledge construction. The paper applies Rose Glass's four-dimensional model (Ψ internal consistency, ρ accumulated wisdom, q moral activation, f social belonging) to analyze the outputs, demonstrating recursive validation: the framework explains why framework-informed responses score higher on its own coherence metrics.

  • BIP!
    Impact byBIP!
    selected citations
    These citations are derived from selected sources.
    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    0
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Average
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Average
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Average
Powered by OpenAIRE graph
Found an issue? Give us feedback
selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
Green