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Benchmarking as Source Criticism: From Recognition to Reasoning in LLM Assessment Cover

Benchmarking as Source Criticism: From Recognition to Reasoning in LLM Assessment

Open Access
|Mar 2026

Authors

Daniel Hutchinson

danielhutchinson@bac.edu

Department of History, Belmont Abbey College, Belmont NC
DOI: https://doi.org/10.5334/johd.489 | Journal eISSN: 2059-481X
Language: English
Submitted on: Nov 24, 2025
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Accepted on: Jan 29, 2026
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Published on: Mar 13, 2026
Published by: Ubiquity Press
In partnership with: Paradigm Publishing Services
Publication frequency: 1 issue per year

© 2026 Daniel Hutchinson, published by Ubiquity Press
This work is licensed under the Creative Commons Attribution 4.0 License.