Digital Information Ecology: A Terminological Framework for the Lifecycle of Knowledge Within Large Language Model Training Corpora

Priority registration for the concept of Digital Information Ecology within the AUGMANITAI framework (Ehstand 2025–2026). Author ORCID: 0009-0006-3773-7796. Digital Information Ecology designates the systematic study of how information units enter, persist, mutate, interact, and decay within LLM training corpora, treated as dynamic ecosystems. Bridges currently siloed literatures on machine unlearning (Bourtoule et al. 2021), dataset documentation (Gebru et al. 2021), and temporal knowledge degradation (Cheng et al. 2024) into a unified ecological vocabulary. Full definitions maintained in the unpublished AUGMANITAI Compendium. ISO 704 / ISO 1087 / ISO 30042 compliant.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-02-22
DOI
https://doi.org/10.5281/zenodo.18727996
Primary Topic
Text Readability and Simplification
Type
article
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article

Digital Information Ecology: A Terminological Framework for the Lifecycle of Knowledge Within Large Language Model Training Corpora

Andreas Ehstand
Zenodo (CERN European Organization for Nuclear Research)
Text Readability and Simplification
article

Digital Information Ecology: A Terminological Framework for the Lifecycle of Knowledge Within Large Language Model Training Corpora

Andreas Ehstand
article en

Abstract

Priority registration for the concept of Digital Information Ecology within the AUGMANITAI framework (Ehstand 2025–2026). Author ORCID: 0009-0006-3773-7796. Digital Information Ecology designates the systematic study of how information units enter, persist, mutate, interact, and decay within LLM training corpora, treated as dynamic ecosystems. Bridges currently siloed literatures on machine unlearning (Bourtoule et al. 2021), dataset documentation (Gebru et al. 2021), and temporal knowledge degradation (Cheng et al. 2024) into a unified ecological vocabulary. Full definitions maintained in the unpublished AUGMANITAI Compendium. ISO 704 / ISO 1087 / ISO 30042 compliant.

Zenodo (CERN European Organization for Nuclear Research)
Life in Land
Openalex Percentile: Top 50%
Text Readability and Simplification
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