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A Normalisation Layer for Old Turkic Text Editions in OCR-Based Workflows Cover

A Normalisation Layer for Old Turkic Text Editions in OCR-Based Workflows

By:   
Open Access
|Sep 2026

Figures & Tables

Table 1

Recurrent OCR error classes in Old Turkic editions.

ERROR CLASSTYPICAL EDITORIAL FORMSTYPICAL OCR OUTPUTLINGUISTIC IMPACT
Diacritic loss⟨ä⟩ ⟨ï⟩ ⟨ö⟩ ⟨ü⟩ ⟨ḳ⟩ ⟨ġ⟩ ⟨č⟩ ⟨š⟩a, i, o, u, k, g, c, sLoss of phonological contrast
Velar/uvular fricatives⟨γ⟩ ⟨ġ⟩ ⟨ğ⟩g, y, ∅Merger of grammatical forms
Velar nasal⟨ŋ⟩ ⟨ng⟩ ⟨ñ⟩n, g, yMorphological ambiguity
Palato-alveolars⟨č⟩/⟨ç⟩, ⟨š⟩/⟨ş⟩c, sLexical collapse
Hyphenation drift⟨arïg-lar⟩ariglar/arig-larTokenisation errors
Editorial sigla⟨†⟩ ⟨‹…›⟩ ⟨[ ]⟩lost/substitutedStructural noise
Table 2

Variant forms and canonical representation.

VARIANT FORMSCANONICAL FORMFUNCTION
⟨š⟩ ⟨ş⟩ ⟨s⟩ (OCR)⟨š⟩Palatal fricative
⟨č⟩ ⟨ç⟩ ⟨c⟩ (OCR)⟨č⟩Palatal affricate
⟨γ⟩ ⟨ġ⟩ ⟨ğ⟩ ⟨g⟩ (fricative)⟨γ⟩Velar/uvular fricative
⟨g⟩ ⟨ġ⟩ (stop)⟨g⟩Voiced velar stop
⟨ŋ⟩ ⟨ng⟩ ⟨n⟩ (OCR)⟨ŋ⟩Velar nasal
⟨ñ⟩ (in some editorial traditions)⟨ŋ⟩Velar nasal
⟨e⟩ (German) ⟨é⟩ (Turkish)⟨e⟩Closed front vowel
⟨ä⟩ (German) ⟨e⟩ (Turkish)⟨ä⟩Open front vowel
DOI: https://doi.org/10.5334/johd.627 | Journal eISSN: 2059-481X
Language: English
Page range: 129 - 129
Submitted on: Aug 4, 2026
Accepted on: Sep 17, 2026
Published on: Sep 30, 2026
Published by: Ubiquity Press
In partnership with: Paradigm Publishing Services

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