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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

Journal of Data Mining & Digital Humanities, vol. Historical Documents and...

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.

Authors 60

  1. University of Bern · Huygens Institute for History and Culture of the Netherlands · Vrije Universiteit Amsterdam

    Affiliation as printed

    Huygens Institute for History and Culture of the Netherlands

    University of Bern

    Vrije Universiteit Amsterdam

  2. University of Bern

    Affiliation as printed

    University of Bern

  3. Tilburg University

    Affiliation as printed

    Tilburg University

  4. Royal Netherlands Academy of Arts and Sciences

    Affiliation as printed

    Royal Netherlands Academy of Arts and Sciences

  5. Université de Montréal

    Affiliation as printed

    Université de Montréal

  6. NIOD Institute for War, Holocaust and Genocide Studies

    Affiliation as printed

    NIOD Institute for War, Holocaust and Genocide Studies

  7. VUC Aarhus

    Affiliation as printed

    VUC Aarhus

  8. Affiliation as printed

    READ-COOP SCE, Austria

  9. American Historical Association

    Affiliation as printed

    American Historical Association

  10. University of Edinburgh

    Affiliation as printed

    University of Edinburgh

  11. Affiliation as printed

    Amsterdam city Archives

  12. NIOD Institute for War, Holocaust and Genocide Studies

    Affiliation as printed

    NIOD Institute for War, Holocaust, and Genocide Studies, the Netherlands

  13. University of Freiburg

    Affiliation as printed

    University of Freiburg, Germany

  14. Royal Netherlands Academy of Arts and Sciences · Huygens Institute for History and Culture of the Netherlands

    Affiliation as printed

    KNAW Huygens Institute for the History and Culture of the Netherlands, the Netherlands

  15. Royal Netherlands Academy of Arts and Sciences · Huygens Institute for History and Culture of the Netherlands

    Affiliation as printed

    KNAW Huygens Institute for the History and Culture of the Netherlands, the Netherlands

  16. Instituut voor de Nederlandse Taal

    Affiliation as printed

    Instituut voor de Nederlandse Taal, the Netherlands

  17. Vrije Universiteit Amsterdam

    Affiliation as printed

    Vrije Universiteit Amsterdam, the Netherlands

  18. Bibliotheca Hertziana – Max Planck Institute for Art History

    Affiliation as printed

    Bibliotheca Hertziana/Max Planck Institute for Art History, Italy

  19. Vrije Universiteit Amsterdam

    Affiliation as printed

    Vrije Universiteit Amsterdam, the Netherlands

  20. Royal Netherlands Academy of Arts and Sciences · Huygens Institute for History and Culture of the Netherlands

    Affiliation as printed

    KNAW Huygens Institute for the History and Culture of the Netherlands, the Netherlands

  21. Trinity College Dublin

    Affiliation as printed

    Trinity College Dublin, Ireland

  22. National Library of Scotland · University of Edinburgh

    Affiliation as printed

    National Library of Scotland, United Kingdom

    University of Edinburgh, United Kingdom

  23. The National Archives of Norway

    Affiliation as printed

    National Archives of Norway, Norway

  24. Vrije Universiteit Brussel · State Archives of Belgium

    Affiliation as printed

    State Archives Brussels, Belgium

    Vrije Universiteit Brussel, Belgium

  25. University of Exeter · Vrije Universiteit Amsterdam

    Affiliation as printed

    University of Exeter, United Kingdom

    Vrije Universiteit Amsterdam, the Netherlands

  26. Vrije Universiteit Amsterdam

    Affiliation as printed

    Vrije Universiteit Amsterdam, the Netherlands

  27. Universität Innsbruck · Universitäts- und Landesbibliothek Tirol

    Affiliation as printed

    State Library of Tyrol, Austria

    University of Innsbruck, Austria

  28. Vrije Universiteit Amsterdam

    Affiliation as printed

    Vrije Universiteit Amsterdam, the Netherlands

  29. Affiliation as printed

    CCS Content Conversion Specialists GmbH, Germany

  30. University of Basel

    Affiliation as printed

    University of Basel, Switzerland

  31. University of Tübingen

    Affiliation as printed

    University Library of Tübingen, Germany

  32. Royal Netherlands Academy of Arts and Sciences · Huygens Institute for History and Culture of the Netherlands

    Affiliation as printed

    KNAW Huygens Institute for the History and Culture of the Netherlands, the Netherlands

  33. Vrije Universiteit Amsterdam

    Affiliation as printed

    Vrije Universiteit Amsterdam, the Netherlands

  34. NIOD Institute for War, Holocaust and Genocide Studies

    Affiliation as printed

    NIOD Institute for War, Holocaust, and Genocide Studies, the Netherlands

  35. Nationaal Archief of the Netherlands

    Affiliation as printed

    National Archives of the Netherlands, the Netherlands

  36. Vrije Universiteit Amsterdam

    Affiliation as printed

    Vrije Universiteit Amsterdam, the Netherlands

  37. Vrije Universiteit Amsterdam

    Affiliation as printed

    Vrije Universiteit Amsterdam, the Netherlands

  38. Statens Arkivers

    Affiliation as printed

    Danish National Archives, Denmark

  39. National Archives of Estonia

    Affiliation as printed

    Rahvusarhiiv Estonia, Estonia

  40. Vrije Universiteit Amsterdam

    Affiliation as printed

    Vrije Universiteit Amsterdam, the Netherlands

  41. NIOD Institute for War, Holocaust and Genocide Studies

    Affiliation as printed

    NIOD Institute for War, Holocaust, and Genocide Studies, the Netherlands

  42. National Library of Scotland

    Affiliation as printed

    Amsterdam City Archives, the Netherlands

    National Library of Scotland, United Kingdom

  43. Vrije Universiteit Amsterdam

    Affiliation as printed

    Vrije Universiteit Amsterdam, the Netherlands

  44. University of Amsterdam

    Affiliation as printed

    University of Amsterdam, the Netherlands

  45. University of Lübeck

    Affiliation as printed

    Research Centre for Hanse and Baltic History (FGHO), Lubeck, Germany

  46. Vrije Universiteit Amsterdam

    Affiliation as printed

    Vrije Universiteit Amsterdam, the Netherlands

  47. Vrije Universiteit Amsterdam

    Affiliation as printed

    Contributions have also been made by students from the Vrije Universiteit Amsterdam, who participated

  48. Friedrich-Alexander-Universität Erlangen-Nürnberg

    Affiliation as printed

    Friedrich Alexander Universität Erlangen-Nürnberg, Germany

  49. Affiliation as printed

    independent citizen scientist, the Netherlands

  50. University of Aberdeen

    Affiliation as printed

    University of Aberdeen, United Kingdom

  51. Instituut voor de Nederlandse Taal

    Affiliation as printed

    Instituut voor de Nederlandse Taal, the Netherlands

  52. Vrije Universiteit Amsterdam

    Affiliation as printed

    Contributions have also been made by students from the Vrije Universiteit Amsterdam, who participated

  53. Vrije Universiteit Amsterdam

    Affiliation as printed

    Contributions have also been made by students from the Vrije Universiteit Amsterdam, who participated

  54. Vrije Universiteit Amsterdam

    Affiliation as printed

    Contributions have also been made by students from the Vrije Universiteit Amsterdam, who participated

  55. Vrije Universiteit Amsterdam

    Affiliation as printed

    Contributions have also been made by students from the Vrije Universiteit Amsterdam, who participated

  56. Affiliation as printed

    Utrechts Archief, the Netherlands

  57. Affiliation as printed

    READ-COOP SCE, Austria

  58. New York University Abu Dhabi

    Affiliation as printed

    NYU Abu Dhabi, United Arab Emirates

  59. Vrije Universiteit Amsterdam

    Affiliation as printed

    Contributions have also been made by students from the Vrije Universiteit Amsterdam, who participated

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References 30