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Journal of Open Humanities Data (JOHD)
Article . 2026 . Peer-reviewed
Data sources: Crossref
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OpenITI MAKHZAN: An Open Annotated Dataset of Arabic, Persian, Ottoman Turkish, and Urdu Print and Manuscript Data

Authors: Jonathan Parkes Allen; John Mullan; Lorenz Nigst; Mathew Barber; Taimoor Shahid-Khan; Masoumeh Seydi; Danlu Chen; +8 Authors

OpenITI MAKHZAN: An Open Annotated Dataset of Arabic, Persian, Ottoman Turkish, and Urdu Print and Manuscript Data

Abstract

The OpenITI MAKHZAN dataset is a large aggregation of Arabic-script ground truth and evaluation data drawn from a wide variety of Persian, Arabic, Ottoman Turkish, and Urdu scribal print and handwritten (manuscript) documents. Comprising nearly 1,500 page images across 208 documents sourced from 30 repositories worldwide, the dataset spans seven languages, around 20 unique and mixed script types, and a chronological range from the 10th to the 20th century. This data set is available, open access, for all on Zenodo. This article explains the different types of data in this large dataset and how this data was compiled and verified and suggests potential use cases for it, such as the training and evaluation of new print and handwritten transcription models.

Keywords

OCR, Ottoman Turkish, Arabic, HTR, Persian, Urdu

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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