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Exploring Data Provenance in Handwritten Text Recognition Infrastructure: Sharing and Reusing Ground Truth Data, Referencing Models, and Acknowledging Contributions. Starting the Conversation on How We Could Get It Done

Starting the Conversation on How We Could Get It Done
Authors: Romein, C. Annemieke; Hodel, Tobias; Gordijn, Femke; Zundert, Joris J. van; Chagué, Alix; Lange, Milan van; Jensen, Helle Strandgaard; +53 Authors

Exploring Data Provenance in Handwritten Text Recognition Infrastructure: Sharing and Reusing Ground Truth Data, Referencing Models, and Acknowledging Contributions. Starting the Conversation on How We Could Get It Done

Abstract

This paper discusses best practices for sharing and reusing Ground Truth in Handwritten Text Recognition infrastructures, as well as ways to reference and acknowledge contributions to the creation and enrichment of data within these systems. We discuss how one can place Ground Truth data in a repository and, subsequently, inform others through HTR-United. Furthermore, we want to suggest appropriate citation methods for ATR data, models, and contributions made by volunteers. Moreover, when using digitised sources (digital facsimiles), it becomes increasingly important to distinguish between the physical object and the digital collection. These topics all relate to the proper acknowledgement of labour put into digitising, transcribing, and sharing Ground Truth HTR data. This also points to broader issues surrounding the use of machine learning in archival and library contexts, and how the community should begin to acknowledge and record both contributions and data provenance.

Countries
Netherlands, United Kingdom, Germany, France, Belgium
Keywords

[INFO.INFO-AI] Computer Science [cs]/Artificial Intelligence [cs.AI], Hergebruik van data, Handwritten Text Recognition, open data, data provenance, Data Publication, Handwritten Recognition, Bibliography. Library science. Information resources, handwritten text recognition, [SHS.MUSEO] Humanities and Social Sciences/Cultural heritage and museology, Open Data, AZ20-999, Referencing, Sharing models, CRedIT, Automatic Text Recognition, Ground Truth Data, Data Curation, Data Referencing, data curation, Transkribus, Citizen Science, Data Provenance, Sharing, sharing, Referentiemodellen, Infrastruction sharing, Ground Truth, data publication, automatic text recognition, Crowdsourcing, HTR, History of scholarship and learning. The humanities, ground truth, Handschriftherkenning, Z, eScriptorium

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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!
views
OpenAIRE UsageCountsViews provided by UsageCounts
downloads
OpenAIRE UsageCountsDownloads provided by UsageCounts
4
Top 10%
Average
Top 10%
273
195
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Published in a Diamond OA journal