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ZENODO
Other literature type . 2026
License: http://www.apache.org/licenses/LICENSE-2.0
Data sources: ZENODO
ZENODO
Other literature type . 2026
License: http://www.apache.org/licenses/LICENSE-2.0
Data sources: Datacite
ZENODO
Other literature type . 2026
License: http://www.apache.org/licenses/LICENSE-2.0
Data sources: Datacite
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Claim

Looping the Loop with No End in Sight: Circular Reasoning Under Stateless Inference Without Governance

descriptionPublicationkeyboard_double_arrow_right Other literature type 12 Jan 2026Publisher:Zenodo
Authors: Holland, Ralph Bruce;

doi: 10.5281/zenodo.20150878 , 10.5281/zenodo.20150877

Looping the Loop with No End in Sight: Circular Reasoning Under Stateless Inference Without Governance

Abstract

Scope This artefact records the experimental procedure and observed behaviour for an empirical probe of reasoning persistence in a stateless Large Language Model (LLM). It is normative, declarative, and invariant. It contains no narrative of discovery, dialogue transcript, or episodic chronology beyond what is required to specify the experiment and its outcomes.

Keywords

Governance, Case Studies, Cognitive Memoisation

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    popularity
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    influence
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    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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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