July 20 – 24 , 2014, Dagstuhl Seminar 14302

Digital Palaeography: New Machines and Old Texts


Tal Hassner (The Open University of Israel – Raanana, IL)
Robert Sablatnig (TU Wien, AT)
Dominique Stutzmann (CNRS – Paris, FR)
Sgolne Tarte (University of Oxford, GB)

For support, please contact

Dagstuhl Service Team


Dagstuhl Report, Volume 4, Issue 7 Dagstuhl Report
Aims & Scope
List of Participants
Dagstuhl Seminar Schedule [pdf]


Digital Palaeography emerged as a research community in the late 2000s. Following a successful Dagstuhl Perspectives Workshop on Computation and Palaeography (12382), this seminar focused on the interaction of Palaeography and computerized tools developed in Computer Vision for the analysis of digital images. Given the present techniques developed to enhance damaged documents, optical text recognition or computer-assisted transcription, identification and categorisation of scripts and scribes, the current technical challenge is to develop "new machines", i.e. efficient solutions for palaeographic tasks, and to provide scholars with quantitative evidence towards palaeographical arguments, even beyond the reading of "old texts" (ancient, medieval and early modern documents), which is of interest to the industry, to the wider public, and to the broad community of genealogists.

The identified core issue was to create the conditions of a fluid and seamless communication between Humanities and Computer Sciences scholars in order to advance research in Palaeography, Manuscript Studies and History, on the one hand, and in Computer Vision, Semantic Technologies, Image Processing, and Human Computer Interaction (HCI) systems on the other hand. Indeed, researchers must articulate their respective systems of proof, in order to produce efficient systems that present palaeographical data quickly and easily, and in a way that scholars can understand, evaluate, and trust. To establish fruitful collaborations, it is thus essential to address the "black box" issue, to make a better use of the outreach potential offered by computerized technologies to enrich palaeographical knowledge, and to facilitate the sharing of both the CS and palaeographical methodologies.

This seminar was able to shed light onto two major evolutions between 2012 and 2014; these notable shifts are to do with interdisciplinary communication and with access to "black box" expertise. On the one hand, the notion of "communication" or "bridging the gap" (as expressed by seminar 14301, which took place in conjunction with our own seminar) has become more specific in that issues and problems are now better identified, understood, and expressed. While the two-fold expression "digital palaeography" might lead one to believe that the communication involves only two sorts of actors, it has been expressed in ways clearer than ever that Digital Palaeography as a field is much more complex than a simplistic adjunction of Computer Sciences and Palaeography; indeed CS research, engineering and software development, support and service, linguistics, palaeography, art history, and cultural heritage institutions (Galleries, Libraries, Archives, and Museums -- GLAM) all form part of the Digital Palaeography research arena. Good communication requires correct identification of the roles and competence of each actor, and a well-balanced project has to associate/include/foresee the participation of the other actors. It is for example important to clarify that palaeographers are not responsible for copyright or image quality provided by GLAM institutions, in the same way as CS researcher are not responsible for designing interfaces. Within each community, a better understanding of methods and interests of the actors of the other communities is needed to find the right partners (e.g.: keyword spotting is not alignment; writer identification is not script classification). On the other hand, the "black box" issue seems to have been addressed by most teams through the introduction or increase of interactivity of the software tools they presented; interactivity was used not only as a means to produce clear and convincing results, but also to overcome the shortcomings of strictly automatic approaches. In this sense, the reintroduction of "the human into the loop" (or "the use of the users") is part of a process allowing a better understanding on both sides. The "human in the loop" can and should be integrated at all stages, and, even if this need is not always perceived, it is crucial that substantial efforts be dedicated to making implicit assumptions or knowledge explicit. Special attention should be given to avoid the development of tools relying on tautological approaches where tools or datasets incorporate expectations as an underlying (and often implicit) model. In this regard, one cannot overestimate that an unclear result is as important for historians as a clear-cut clustering. In the middle, the "human" gives feedback on preliminary results, enables the enhancement and improvement of the model, as well as creates ground-truth. The display of intermediary results and the integration of user feedback within the process are a welcome solution offered by the latest developments. Likewise, palaeographers have developed new strategies, in their ways of formulating tool requirements or expressing requirements for which they can evaluate the results themselves, regardless of the software being an opaque black-box (P. Stokes, D. Stutzmann, M. Lawo with B. Gottfried).

Overall, this seminar seems to have operated a paradigm shift from black-box issues to trust issues, in the sense that when we first identified black-box issues, we focussed on "computational black boxes", when "human black boxes" are in fact just as problematic. Instead of focussing on computational black-boxes as an issue, we were able to formulate that the important endeavour is that of establishing trust in the respective methodological approaches to the research questions of the research domains. This trust in methodologies is usually mediated by human interactions ("humans in the loop" again!), and the ways in which scholars are able to share an intuitive understanding of their respective expertises with non-experts.

It hence follows that a new (technical) challenge arises, consisting in the creation and implementation of an integrated software tool, web service suite, or environment that would allow users to access and work with extant datasets and tools. The impetus to take up this challenge resides as much in the Humanities as it does in the Computer Sciences. By aggregating the multiple, isolated, specific tools developed by CS researchers through a common access point, digital humanists would support the development of better evaluation metrics and promote a wider use of CS technologies among more traditional Humanities scholars, who could thus become more aware of the existing tools, more autonomous (i.e. less dependant on CS researchers) and thereby empowered. As a reciprocal positive effect, CS researchers could more easily validate their results and gain access to a wider range of annotated datasets. This challenge is also naturally related to trending key concepts such as "interoperability" and "open access". It furthermore engages with the question of the nature of success metrics in the Humanities, where a successful tool is not only the one giving the best results, it is also one enjoying wide acceptance and a large number of users. Improving ergonomics is mandatory, to put the user in the middle and to accumulate a consistent critical mass of annotations (both as feedback and ground-truth).

Summary text license
  Creative Commons BY 3.0 Unported license
  Tal Hassner, Robert Sablatnig, Dominique Stutzmann, and Sgolne Tarte

Related Dagstuhl Seminar


  • Computer Graphics / Computer Vision
  • Data Bases / Information Retrieval
  • Society / Human-computer Interaction


  • Palaeography
  • Digital Palaeography
  • Cultural Heritage
  • Computation
  • Interdisciplinary Studies


In the series Dagstuhl Reports each Dagstuhl Seminar and Dagstuhl Perspectives Workshop is documented. The seminar organizers, in cooperation with the collector, prepare a report that includes contributions from the participants' talks together with a summary of the seminar.


Download overview leaflet (PDF).

Dagstuhl's Impact

Please inform us when a publication was published as a result from your seminar. These publications are listed in the category Dagstuhl's Impact and are presented on a special shelf on the ground floor of the library.


Furthermore, a comprehensive peer-reviewed collection of research papers can be published in the series Dagstuhl Follow-Ups.