Polis, S., Gabler, K., Greco, C., Hertel, E., Loprieno, A., Müller, M., Pietri, R., Sojic, N., Töpfer, S. and Unter, S., “Crossing Boundaries: Understand- ing Complex Scribal Practices in Ancient Egypt (with a 2019 Progress Report)”, Rivista del Museo Egizio 4 (2020). DOI: 10.29353/rime.2020.2952 Report Crossing Boundaries: Understanding Complex Scribal Practices in Ancient Egypt (with a 2019 Progress Report) Stéphane Polis*, Kathrin Gabler**, Christian Greco***, Elena Hertel**, Antonio Loprieno**, Matthias Müller**, Renaud Pietri*, Nathalie Sojic*, Susanne Töpfer*** and Stephan Unter** * F.R.S.-FNRS / University of Liège ** University of Basel *** Museo Egizio, Turin In this paper, we introduce the joint project of the Museo Egizio (Turin), the University of Basel, and the Uni- versity of Liège entitled “Crossing Boundaries: Understanding Complex Scribal Practices in Ancient Egypt”, and provide a progress report for 2019. The project deals with Ramesside hieratic papyri of the Turin collec- tion that stem from Deir el-Medina (c. 1350–1050 BCE), adopting a contextualised approach to this written material. Crossing the boundaries between disciplines, we aim to shed light on the life of a particular cate- gory of complex documents, labelled “heterogeneous” papyri, i.e., papyri combining on a single support texts (or drawings) belonging to different genres. :ملخص البحث فهم: وجامعة لييج بعنوان "تخطي الحدود، وجامعة بازل،) نقدم المشروع المشترك بين المتحف المصري (تورينو،في هذا النص يعمل المشروع على البردية الهيراطيقية لرمسيس.2019 وتقديم تقرير لفترة عام،"طرق الكتابة المعقدة في مصر القديمة ويتبنى منهجا محددا لهذا،) قبل الميالد1050 - 1350 المحفوظة ضمن مجموعة تورينو والتي تعود إلى دير المدينة (حوالي نهدف إلى تسليط الضوء على حياة فئة معينة من، إزالة الحدود بين التخصصات المختلفة، على وجه الخصوص.النص المكتوب أي البردية التي تحتوي على نصوص (أو رسومات) ذات،" والتي تحمل عالمات البرديات "غير المتجانسة،الوثائق المعقدة .طابع مختلف أو طبيعة مختلفة 1. Introduction genres, such as accounts, poems, hymns and letters. Many aspects of ancient Egyptian scribal culture are This category of papyri has never been studied as a still poorly understood. Earlier research mostly fo- coherent whole; rather, individual papyri have been cused on the contents of texts in order to reconstruct used as convenient quarries for collecting additional literary compositions, explain historical events, or witnesses of literary texts or specific pieces of infor- describe administrative and judicial customs. In mation for thematic studies. They are, however, of trying to overcome traditional epistemological and primary importance for the study of the competence methodological divides between disciplines such as and performance of ancient scribes, both synchron- archaeology, papyrology, palaeography, prosopogra- ically and diachronically. phy, and textual scholarship, the project “Crossing “Crossing Boundaries” targets the rich papyrological 1 Boundaries” adopts an interdisciplinary approach material that stems from the village of Deir el-Medi- to written material. We are interested in the scrib- na, which housed the families of the workmen who al practices of the individual agents who produced built the royal tombs in the Valley of the Kings and texts and in the life history of a particular category the Valley of the Queens during the New Kingdom of complex documents, which we have labelled “het- (c. 1350–1050 BCE). This highly literate community erogeneous”; papyri, that is, on each of which are produced an unparalleled quantity of texts and in- assembled texts or drawings ascribable to different scriptions, and is undoubtedly the best laboratory 1 to observe scribes at work in ancient Egypt. Build- Institute for Oriental Archaeology in Cairo the sheer ing on existing collaborations between the Museo quantity of textual carriers (inter alia several thou- Egizio (Turin) – which holds the most important sand potsherds and limestone ostraca) prompted a 2 collection of papyri from this site –, the University partition of the material between two Egyptologists, of Basel, and the University of Liège, the five main Jaroslav Černý and Georges Posener.7 The former goals of this research project are to (1) identify and was to publish the texts dealing with administra- document the fragments of papyri in the Turin col- tion and daily life, the latter the ostraca with literary, lection; (2) join these fragments and provide a digital magical, and religious compositions in the broader reconstruction of the original documents; (3) study sense. Born out of practical necessities, this partition the variety of texts attested on each papyrus, assess of the material quickly led to a disciplinary schism. the number of scribal hands, and suggest individual The administrative texts became the object of an in- scenarios and generalisations concerning the his- dependent branch of study, with foremost research tory of these documents; (4) enrich the results with centres like the universities of Leiden and Munich data coming from other ancient Egyptian archives focusing on the economic, social and political histo- of “heterogeneous” papyri from Deir el-Medina; (5) ry of the village and related prosopographical issues. broaden the perspective by comparing, quantitative- The literary texts, on the other hand, were mostly ly and qualitatively, the data from Deir el-Medina used for their content, i.e., they were often resorted with complex scribal practices of other periods and to as mere sources providing additional witnesses places in ancient Egypt. for reconstructing the original literary composition.8 Despite the fact that the same scribes were quite ob- 2. Project description viously behind these different texts and genres (not In this section, we provide background informa- infrequently combined on the same papyrus), cross- tion about contextualised approaches to writing in ing the boundaries between the two realms became the community of Deir el-Medina (§2.1.) and to the an exception. Ramesside papyrological material from the Museo As such, the main goal of the present project is to Egizio (§2.2.). This allows us to frame our research study scribal practices in “heterogeneous” docu- project on “heterogeneous” papyri (§2.3.) more pre- ments (§2.3.) that blur the frontiers between these cisely, and to detail our research plan (§2.4.). two somewhat artificially created domains: the time has come for a contextualised and interdisciplinary 2.1. Contextualised approaches approach to this material that considers the docu- to Egyptian scribal practices: ments in their entirety, sees them in relation to their The situation of Deir el-Medina archaeological and social contexts,9 and envisions The quantity of written material coming from Deir the texts as productions of individual scribes to be 3 4 el-Medina is considerable for two main reasons: interpreted both in relation to the other texts and on the one hand, the high level of literacy of the drawings on the same document and to the larger members of this community (who produced a sig- intertextual environment.10 nificant amount of texts),5 on the other hand, the ex- Three main developments in the field support this ceptional state of preservation of the material itself. research orientation. Firstly, research on administra- The village is indeed located in foothills, protected tive scribal practices in Deir el-Medina11 has shown from the Nile floods, and was abandoned sometime the vast potential of a contextualised approach to during the reign of Ramesses XI (c. 1100 BCE), when writing taking into account the archaeological data, the community moved away, mainly because work the archival traditions, and the individual habits of in the royal necropolis had stopped and the desert scribes.12 Secondly, a few studies have advocated an was not a safe place at the time.6 interdisciplinary view of the material left by the ne- This unparalleled archaeological site was exposed to cropolis workmen – taking a scribe13 or an archae- looting for centuries, but when Bernard Bruyère be- ological site14 as a point of departure – and offered gan its systematic excavation in 1917 for the French an entirely new perspective on old research topics. 2 Finally, literary scholars15 have shown the benefits Some of the manuscripts are more or less complete, of an interdisciplinary perspective integrating all di- but numerous tiny hieratic fragments kept in folders mensions of a document, from the very materiality belong either to these ensembles or to other uniden- 16 of the text-bearing object to the reconstructed sit- tified texts. This material has been part of the mu- uation of performance. seum collection for almost two centuries and is of significant historical importance, but has remained 2.2. The Ramesside papyrological material largely unpublished. from Deir el-Medina in the Museo Egizio Since 2015, Egyptologists working on Ramesside hi- The Ramesside papyrological material in the Museo eratic manuscripts – Günter Burkard (Munich), Rob Egizio is an obvious candidate for experiments in this J. Demarée (Leiden), Andreas Dorn (Uppsala), Kath- direction. Most of these papyri were acquired for the rin Gabler (Basel), Maren Goecke-Bauer (Munich), museum in 1824 by the king of Sardinia, purchas- Fredrik Hagen (Copenhagen), Ben Haring (Leiden), ing them from Bernardino Drovetti (1776–1852), Stéphane Polis (Liège), Lutz Popko (Leipzig) and the French consul in Egypt at the time, whose agents Daniel Soliman (Leiden), with the full support of the procured most of the antiquities for his collection Museo Egizio – have laid the necessary groundwork in western Thebes. Many of the Turin papyri men- in order to make this collection available to a wider tion matters regarding the construction of the royal audience, which includes a first index of the papy- tombs in the Valley of the Kings and the Valley of the rus fragments, the creation and structuring of digi- Queens. Based on such pieces of evidence internal to tal data about papyrus manuscripts, pilot studies in the texts, most of the manuscripts in Turin can be in- palaeography and automatic handwriting analysis, ferred to have belonged to the administration of the as well as a study of literary fragments. This sup- royal necropolis and very likely originate from the ported the development of the Turin Papyrus Online village of Deir el-Medina. In addition to the Drovetti Platform (TPOP),21 which is managed and super- collection, the excavations of the Museo Egizio led by vised by Susanne Töpfer (Turin) since 2017 and is Ernesto Schiaparelli (1856–1928) in Deir el-Medina now available online: https://collezionepapiri.mus- at the beginning of the twentieth century brought to eoegizio.it/. This platform facilitates the work on the light new papyri, which – based on joins that can be Turin papyri, from the initial recording of fragments posited between them and those collected by Drovet- and their annotation with metadata to their online 17 ti – confirm the latter’s provenance. publication. It is one of the two digital cornerstones The Museo Egizio holds what is undoubtedly the of the “Crossing Boundaries” project (see further un- 18 largest papyrus archive from pre-Hellenistic times. der §2.4.2.). 19 The study of these papyri has been unflagging, but has also proved challenging from both a quantita- 2.3. “Heterogeneous” papyri: Definition tive – about 9,000 fragments of Ramesside papyri, and examples among which some 300 larger ensembles have al- As stated above, the study object of the “Crossing ready been identified by previous scholars, starting Boundaries” project is the group of so-called “heter- with the monumental publication of Pleyte and Ros- ogeneous” papyri. This new label refers to a category 20 si during the second part of the nineteenth century of papyri combining texts and drawings of differ- – and a qualitative point of view, since the material ent types in a single manuscript. One can find, for includes a significant amount of fragmentary ob- example, a papyrus containing a copy of a letter to jects. Many of these papyri are documents of par- the authorities, a note about a judicial case, a hymn amount historical importance: from administrative to a pharaoh, and a drawing to be copied on a cof- reports to judicial cases (e.g., necropolis and tem- fin. Heterogeneous papyri should be carefully distin- ple administration, judicial texts) and from literary guished from another category, which is much bet- compositions to religious, magical and ritual texts, ter studied in Egyptological literature, the so-called almost every domain of social life and knowledge miscellanies.22 Both miscellanies and heterogeneous of ancient Egypt is covered by the Turin collection. papyri contain texts of different genres, but miscel- 3 Fig. 1: The Turin Papyrus Map, recto and verso (P. Turin Cat. 1879 + Cat.1969 + Cat.1899 + Cat. 2083/182 + Cat. 2082/174). Photo by Federico Taverni/Museo Egizio. lanies are creative compendia produced by individ- document is equally rich and has not been properly ual scribes and framed as epistolary teachings. As published or studied so far, apart from the first two such, they are basically synchronic compositions in columns.25 Based on different criteria (prosopogra- which the scribe exhibits his know-how and master- phy, palaeography, and micro-history), Harrell and ful hieratic hand (and they can obviously be part of Brown26 suggested that the map and several texts on heterogeneous documents, as illustrated by P. Turin the verso might have been drawn and written by the A and P. Turin B). scribe Amennakhte (v).27 Recently, parallels on ost- Heterogeneous papyri, on the other hand, are the re- raca from Deir el-Medina28 – where the name of this sult of the actual activities of one or several scribes, scribe occurs –, as well as the certain reading of his who made use of papyri in their daily life, some- name and filiation in a lacunal context at the end of times opportunistically. These papyri usually have a the great hymn of Fragment H-I-J,29 have confirmed long history of use that can span over decades, and this hypothesis: Amennakhte (v) – perhaps with his each of the textual or representational units can be colleague, the scribe Hori30 – used this papyrus over envisioned as a different witness, having its own a period of at least 15 years for writing such diverse distinctive features (text type, handwriting, content, texts as hymns to the king, religious compositions, layout, etc.), even if the texts regularly display the- administrative accounts, copies of letters to the king matic relationships. and authorities, as well as drawings of gods and an- For the sake of clarity, we will succinctly illustrate imals. The precise chronology and purposes of these the category of heterogeneous papyri with two ex- texts have yet to be established, but there is no doubt amples from Turin. Let us first consider the famous that a detailed examination of this heterogeneous Turin Papyrus Map, also known as the Goldmine papyrus will enhance understanding of the scribal Papyrus (Fig. 1, P. Turin Cat. 1879 + Cat.1969 + habits in the community of Deir el-Medina during Cat.1899 + Cat.2083/182 + Cat.2082/174 [https:// the mid-Twentieth Dynasty. papyri.museoegizio.it/!10]). On the recto of this Another interesting example of a heterogeneous pa- document we find the oldest topographical and pyrus is P. Geneva MAH 15274 + Turin CGT 54063 geological map in history (c. 1150 BCE), represent- [https://papyri.museoegizio.it/!299].31 This docu- ing a region of the Wadi Hammamat (in the East- ment, nowadays split between Italian and Swiss lo- ern Egyptian desert) where the Egyptians quarried cations, bears seven columns of magical spells on its blocks of greywacke (the famous bekhen-stone) and recto and ends with a record about the chief of po- 23 extracted gold. However, while the map attracted lice Montumose (I). On its verso, one or more scribes 24 the greater scholarly attention, the verso of the wrote six columns about administrative matters in 4 Fig. 2: The workflow and work packages of the “Crossing Boundaries” project. various years of the Twentieth Dynasty: regarding ment, and the Witness (Fig. 2, dark grey). This gen- the transfer of copper tools in year 6 of Ramesses eral structure allows us to define five work packages VI (chisels were needed on a regular basis for the (Fig. 2, light grey) and to map already available elec- construction of the royal tombs); about the arrival tronic tools and resources (Fig. 2, orange). of different scribes in year 3 (probably of the same king); and concerning judicial disputes and the de- 2.4.1. WP1: Restoration, digital acquisition livery of goods. In the last column, one finds more and encoding of papyri in TPOP magical spells (against scorpion stings). The detailed The goal of WP1 is to make available in a digital chronology of these texts has also to be established, format all the fragments of papyri of the Museo but this case shows how very different topics could Egizio that are relevant for the project and to doc- find their way onto a single document over time. In- ument them systematically with metadata. WP1 is terestingly enough, some spells of this papyrus are overseen by Susanne Töpfer (Turin) and facilitated almost identical with the ones in P. Chester Beatty by the Turin Papyrus Online Platform35 (TPOP, see V and P. Leiden I 349 I, and indeed it can be argued §2.2.). Most of the larger papyri were already stored that this heterogeneous document once belonged to digitally in TPOP before the project began in 2019, 32 the so-called Chester Beatty archive, first owned but thousands of smaller fragments were still kept 33 by the famous scribe Qenhirkhopshef (i) during in cardboard folders. Since these smaller pieces are the Nineteenth Dynasty, and subsequently enriched of paramount importance for the subsequent recon- and reused by generations of scribes of his family struction of documents, WP1 includes: (1) the iden- over dozens of years. tification of the relevant (fragments of) papyri; (2) their consolidation and restoration by a professional 2.4. Research plan restorer; (3) the digitisation and encoding of these The project’s workflow can be described as encom- objects in TPOP, with metadata about their current passing five logical steps: (1) data collection and location (including catalogue numbers), physical acquisition, (2) data documentation, (3) data con- features (including measurements and description nection, (4) data contextualisation, (5) data publica- of the material aspects), the features of the scripts tion (Fig. 2, blue). For the sake of clarity, the central (layout, state of conservation, type of script, key- steps are mapped onto three conceptual elements of words, date, etc.), and drawings (type, colour, grid, 34 the Thot Data Model, namely the Object, the Docu- etc.) found on their surface, as well as a full descrip- 5 tion of the text content (keywords, hieroglyphic vides the required technical environment. Besides transcription, transliteration, translations, etc.). pursuing their own individual research interests within the project, all Egyptologists on the project 2.4.2. WP2: Virtual light table collaborate on this central work package. Nowadays, and learning algorithms it is estimated that approximately 25% of the Turin The aim of WP2 is to use state-of-the-art technology hieratic papyri are heterogeneous. Key elements for and machine learning research in order to develop their reconstruction are “mixed fragments”, i.e., in- new IT solutions for assisting and transforming tra- dividual pieces of papyrus displaying different texts ditional Egyptological tasks. On the one hand, it tar- and hands (or both texts and drawings) that might gets the implementation of a digital light table that point to different scribes, textual genres, and uses will allow scholars to piece together remotely digital (see below, §3.2.2). Fig. 3 is such a fragment. On the images of fragments of papyri, just as if they were recto are five lines of a punctuated text – belong- working on the originals (see §3.2.3.). On the oth- ing to the “miscellanies” genre –, while the verso er hand, it aims to develop learning algorithms that preserves bits of two lines of an unidentified text. will classify fragments and suggest possible matches Note that the signs on the verso (and the interlinear between them based on an analysis of the images space) are more than twice as big as the ones on the 36 and related metadata. WP2 is managed by Stephan recto, and that the ductus is markedly different. As Unter (Basel) within the framework of his PhD dis- such, CP122/020 qualifies as a mixed fragment and sertation in computer sciences. two distinct witnesses can be posited for the recto The TPOP is fully functional for recording informa- and the verso. tion about papyri, but to exploit its full potential it Such fragments are the pieces of a puzzle, the final needs to be extended with a virtual light table (VLT), aim being to connect and/or join clusters of appar- a tool allowing the collaborative digital reconstruc- ently disconnected fragments. A direct result of this tion of documents. The data model and technical re- WP will be the online publication of reconstructed quirements for this extension have been defined, but documents. it still needs to be implemented and designed in an ergonomic fashion. The digital reconstruction of the 2.4.4. WP4: Contextualising complex papyri will be further facilitated by the development scribal practices of dedicated algorithms using (a) objective features Switching from the reconstruction of documents to inferred from the digital images (such as the pattern their detailed analysis, WP4 focuses on two com- of the fibres of the papyrus, its colour, automatic de- plementary dimensions: the individual level of the tection of text layout, features of handwritings, etc.), scribes (studying the different hands on heterogene- and (b) manually entered metadata to be extracted ous manuscripts and the related prosopographical from the TPOP. To put it simply, the platform will information) and the diachronic use of these papyri present the researchers with papyrus fragments (situating these sources within the broader context sharing similar features and facilitate comparisons of archive keeping in Deir el-Medina). between hundreds of pieces. The combination of The starting point for our study of the first dimen- the virtual light table with the learning algorithms sion, that of individual scribes, will be letters. This should result in a highly innovative and unparalleled text type will be studied by Kathrin Gabler (Basel) 37 tool for studying fragmentary collections, which in the framework of her post-doctoral project. Let- will be made available as open source by the end of ters from the Ramesside period contain a wealth of the project. prosopographical information about their senders and recipients and, because they are used in a va- 2.4.3. WP3: Digital reconstruction riety of contexts – from informal letters about daily of heterogeneous papyri businesses to models or copies of letters addressed Digital reconstruction of heterogeneous documents to the authorities or the king – a great variety of in WP3 is the Egyptological side of WP2, which pro- hands can be distinguished. This allows us to for- 6 Fig. 3: An example of a “heterogeneous fragment”: CP122/020 recto and verso. Scans by Museo Egizio. mulate hypotheses about the paleographic reper- texts relative to work administration also appear on toire of scribes and to attribute hands to individual heterogeneous papyri, or is this practice limited to scribes. As a second step, other text categories will other text types, of a more private character?41 Are be investigated: since we know that the same scribes we dealing with official “archives” of the necropolis produced other types of administrative and judicial administration or with private libraries,42 and does texts and composed (or copied) literary, magical and this distinction make any sense at all in the context religious works, a major challenge will be to identify of Deir el-Medina?43 Can we reconstruct coherent regularities in terms of ductus, layout and variations ensembles and historical scenarios elucidating the in sign-shapes that can be interpreted as “markers” transmission of these papyri over decades in the for certain scribes, and to track these regularities Theban necropolis? Should we postulate the coex- 38 across texts and documents. istence of several ancient archives in Turin, or is a The second dimension to be studied will be the in- single provenance more likely? These questions ternal diachrony of the heterogeneous papyri, trying will be at the center of Renaud Pietri’s three-year to unveil use patterns accounting for the layout and post-doctoral position at the University of Liège. textual organisation of these documents. Prelim- inary studies39 suggest that, even when papyri are 2.4.5. WP5: Dissemination used over a long period of time, thematic and so- The results of the project will be disseminated in cial factors may explain the (seemingly random, or traditional publication types such as books and pa- at least complex) distribution of texts and drawings. pers.44 Additionally, hundreds of fragments of papy- An expected outcome of this study is to be able to rus will be encoded within the TPOP and published situate the heterogeneous papyri of Turin within the online as linked open data (with pictures, complete broader context of scribal practices at Deir el-Medi- description, as well as a hieroglyphic transcription na, envisioning the recording of information on and a transliteration). The online material is con- 40 papyrus as a deeply embedded social process. Do nected to resources such as the Thesauri and On- 7 tology for Documenting Ancient Egyptian Resources tions (Nathalie Sojic and Renaud Pietri), and three (http://thot.philo.ulg.ac.be), the Deir el-Medina Da- student assistants (Marie Dransart, Daphné Nuyts, tabase (https://dmd.wepwawet.nl), and the hiero- and Philipp Seyr). In addition to the project mem- glyphic corpus Ramses Online (http://ramses.ulg. bers, several collaborators of the Museo Egizio are ac.be). The Data and Service Center for the Humanities working on papyrological material related to the (DaSCH; http://dasch.swiss), in collaboration with project: Micòl Di Teodoro (post-doctoral research- the Egyptologists at the University of Basel, will en- er), Andrea Fanciulli (PhD candidate), and Martina sure the long-term preservation and maintenance of Landrino (PhD candidate). Finally, Serge Rosmor- these research data. duc (Paris) collaborates with the project for the IT Our website (http://crossing-boundaries.uliege.be) aspects involving hieroglyphic transcriptions and will advertise the results and link the technical (learn- transliteration. A description of the individual cur- ing algorithm), papyrological (virtual light table), ricula and projects can be found in the dedicated and Egyptological components of the project. The IT section of the project website (http://web.philo.ulg. solutions developed for the “Crossing Boundaries” ac.be/x-bound/members/) and the website of the project will be made available online as open source Turin Papyrus Collection (https://collezionepapiri. solutions. We anticipate that other institutions with museoegizio.it/en-GB/section/Papyrus-Collection/ fragmentary collections of written sources would Our-projects/Research-projects/). benefit from a virtual light table and efficient algo- rithms facilitating the digital reconstruction of an- 3.2. Ongoing work cient documents. During the first year of the project, the team mem- bers have focused on three central tasks: the restora- 3. Progress report – 2019 tion, digitisation, and recording of fragments of pa- The project “Crossing Boundaries” officially began pyrus in TPOP (§3.2.1.), the hieroglyphic transcrip- on 1 March 2019. In this section, we introduce the tion and identification of contents of the said papyri team and general organisation of the project (§3.1.), (§3.2.2.), and the design and initial implementation present ongoing work and research questions that of a virtual light table (§3.2.3.). have been tackled during the first year of the project (§3.2.), and summarise dissemination activities car- 3.2.1. Fragments: restoration ried out in 2019 (§3.3.). and recording The fragments are currently stored in cardboard 3.1. Team and internal meetings folders that are numbered consecutively as CP1, The recruitment procedure was conducted over CP2, etc. (CP = “Cartelline Papiri”). While process- the course of 2019. The main team consists of sev- ing the material, CP numbers are used as inven- en scholars working under the supervision of three tory numbers for the fragments that they contain: principal investigators: Christian Greco (Turin), An- the undocumented fragments do not receive new tonio Loprieno (Basel), and Stéphane Polis (Liège). inventory numbers, but sub-numbers based on the At the Museo Egizio, Susanne Töpfer organises the CP-numbers, e.g., CP058/001 or CP058/012. This documentation, digitisation and encoding of the pa- allows the curatorial staff to keep track of the fold- pyri in TPOP, which is carried out once the fragments er they originally come from. Before removing the have been consolidated and restored by an external fragments from a folder, the original situation is restorer financed by the project. The Basel team photographically documented. consists of two post-doctoral researchers (Kathrin The vast majority of papyrus fragments need to be Gabler and Matthias Müller), two PhD candidates cleaned, unfolded, straightened, and anchored with (Egyptologist Elena Hertel and Egyptologist/ com- correctly aligned fibres in order to improve (or sim- puter scientist Stephan Unter), and two student ply allow) legibility, and to produce pictures of high assistants (Evelyne Marty and Klaudija Stanic). In quality that can be worked on in TPOP. The papyrus Liège, the team consists of two post-doctoral posi- fragments are being carefully conserved and consol- 8 3.2.2. Identification of contents and hieroglyphic transcriptions Thanks to the online availability of fragments from the CP folders, the identification of the content and the hieroglyphic transcription of the hieratic texts Fig. 4: Join between CP168/013 (right) and CP168/015 (left). began in April 2019. For pragmatic reasons, we di- Scans by Museo Egizio. vided the material according to the nature of the texts: Kathrin Gabler and Matthias Müller (Basel) are dealing with the administrative texts, Renaud Pietri, idated by Livio Nappo in accordance with the pre- Stéphane Polis, and Nathalie Sojic (Liège) with the ventive strategies outlined in the Advanced Papyro- literary, magical and religious texts. After entries for logical Information System Guidelines for Conservation individual fragments have been created in the TPOP, 45 of Papyrus. Their ancient appearance is conserved, data about the witnesses (keywords, transcription, using reversible methods. The front and back (recto date, philological comments, etc.) and their materi- and verso) of each papyrus fragment are scanned at ality (handwriting, ink, etc.) are added. So far, more a 1:1 scale along with a colour separation guide. The than a thousand fragments have been thus processed. pictures meet the standards required for subsequent This preliminary work has revealed joins between processing in the TPOP (400 dpi, TIFF) and for the individual fragments (e.g., Fig. 4), but also looser VLT (1200 dpi, TIFF). Following their consolidation, connections between smaller fragments and larger the fragments are mounted between 2 mm-thick fragmentary papyri (e.g., Fig. 5). glass plates labelled with the CP sub-number. The fragments shown in Fig. 5 belong to a document To date, approximately 304 entries of larger Rames- recording fish deliveries. P. Turin Cat. 1933 (far right) side manuscripts with inventory numbers have been and Provv. 6259 (to its left) are preserved for the com- recorded in the TPOP, along with more than 1200 plete height of the papyrus. However, the distribution out of 1500 restored CP fragments. The number of of the text and the pattern of the fibres indicate that consolidated, restored and documented fragments is they stem from different columns. The CP fragments constantly growing. They will be visible at first only from two different folders (left part of the image) are to project members and collaborators, but will be the remains of at least two additional columns, as openly accessible online in TPOP from 2023 onward. shown by the distribution of texts on the other side Fig. 5: A record of fish deliveries. P. Turin Cat. 1933 + Provv. 6259 + CP041, and CP057 (verso). Scans by Museo Egizio. 9 Fig. 6: Screenshot/concept drawing of the Virtual Light Table: (1) light table with fragments; (2) section to filter fragments; (3) list of fragments; (4) tray area showing loaded elements. Scans by Museo Egizio. of the papyrus as well as the sequence of dates. Based ing reconstructions or browse, filter, and select frag- on the fact that P. Turin Cat. 1933 shows traces of ments from the TPOP database (or other uploaded line endings at its right edge, we may reconstruct at data sources), and add them to the canvas (making least five columns of text. Furthermore, on the basis sure that the loaded images are at the same scale). of the names of the fishermen and the change from The user can then move, rotate, and flip the objects a regnal year 1 to a year 2 in the first month of Akhet to reconstruct larger documents. Finally, the results (on P. Turin Cat. 1933), we can assign this document can be saved and distributed to other scholars, or to the reign of Ramesses IX. This example illustrates exported for publication. The intermediate status of nicely the potentialities of the Turin collection in the user interface can be seen in Fig. 6. terms of reconstruction of larger documents. Automatic classification and matching of fragments, Besides working on fragments, the post-doctoral relying on modern machine-learning techniques (cf. scholars are also encoding data about larger papy- WP2 in §2.4.2.), will eventually be implemented in the ri, partly drawing on existing resources such the VLT framework. In this particular field of computer Ramses Online corpus (http://ramses.ulg.ac.be/) and science, algorithms often try to learn from annotated Kathrin Gabler’s personal database, in order to add structured data in order to infer classification rules to the corpus of texts that could be used to train the and patterns. Subsequently, they make predictions learning algorithms (§3.2.3.). about new, yet unseen data based on the rules they have learned before. The classification and recon- 3.2.3. The virtual light table struction of papyri is a complex and challenging task and the learning algorithms in multiple ways: the material is very fragmented; Over the past months, some first steps towards the the papyrus has a texture of its own, which interferes implementation of the virtual light table (VLT) were with its decoration and writing; the handwriting is made. The VLT is being designed around a server-cli- often challenging to read; the script includes a high ent architecture, using the open-source framework number of individual signs; etc. One of the most chal- 46 Electron. It provides all the packages needed to lenging issues is possibly the relative smallness of the run the application in different operating systems, set of training data, since machine learning processes such as Windows or Linux. The user can load exist- usually process thousands of training images. 10 Fig. 7: Segmentation steps, from left to right: (1) uploaded RGB image; (2) binary mask (white for papyrus, black for back- ground); (3) localisation and creation of minimal bounding box; (4) segmented result where all the background pixels are transparent. Scan by Museo Egizio. The very first step in the process is the segmentation tools, etc.). During 2019, we presented “Crossing of papyrus images, i.e., separating the fragments Boundaries” at several international venues and the from the background and other objects within the first results were discussed in three workshops (de- image. In image segmentation – a special case of tails available on the web page). object detection – a classifier calculates object-class probabilities not just for whole images, but for each 4. Impact pixel within an image. These probabilities indicate to The project “Crossing Boundaries” is expected to which class a pixel belongs – e.g., papyrus or back- have an impact on three main levels. First, from a ground. The result is a binary mask (white: papy- cultural heritage point of view, it will lead to the res- rus; black: background) which can be used to create toration and reconstruction of a sizable quantity of an accurate cutout of the papyrus fragment. Fig. 7 ancient Egyptian papyri from fragments held in the shows the original image, the binary mask, and the Turin collection. These papyri will be available on- cutout, obtained using an artificial neural network line for study by the end of the project, a significant with a Unet architecture originally developed to seg- step towards open access to ancient Egyptian data. 47 Second, from the point of view of digital humanities, ment cells in biomedical images. These results will be further improved and serve as a basis for the next a dedicated interface coupled with learning algo- steps in analysing and classifying fragments. rithms (the VLT) will be developed to piece together hundreds of fragments of papyri. This solution could 3.3. Dissemination be applied to many other similar collections and will In order to ensure the visibility of the project, we set be distributed under an open-source license. Finally, up a web page for the project (http://crossing-bound- from an Egyptological perspective, significant new 48 aries.uliege.be). In addition to basic information insights into Egyptian scribal culture will be gained on the project (team, background, research ques- through the project, showing how writing in ancient tions, sub-projects), this website summarises past, Egypt was a deeply social and contextualised prac- 49 current and planned activities (presentations of tice where mixed categories of knowledge (admin- the project, lectures, publications, and meetings), istrative, legal, historical, religious, or literary) could and the “News” page provides information about be instantiated in a single document and mastered current developments (e.g., job opportunities, new by individual scribes. Notes and Polis (eds.), Outside the Box, 2018. 1 The project is co-funded by the Swiss National Science 3 Černý, The Valley of the Kings, 1973; Černý, A Foundation and the Belgian Fund for Scientific Community of Workmen, 20012; Valbelle, “Les ouvriers Research, and is supported financially by the Museo de la tombe”, 1985; Davies, Life Within the Five Walls, Egizio (Turin). 2018. 2 On the material from Deir el-Medina in the Turin 4 Polis, in Cromwell and Grossman (eds.), Scribal collection, see recently Del Vesco and Poole, in Dorn Repertoires, 2017; Haring, in Hoogendijk and van 11 Gompel (eds.), The Materiality of Texts, 2018. 29 Dorn and Polis, The Turin Papyrus Map (in prep.). 5 Janssen, in Demarée and Egberts (eds.), Village Voices, 30 This problematic point will be discussed in Dorn and 1992. Polis, The Turin Papyrus Map (in prep.). 6 Demarée, in Pantalacci (ed.), La lettre d’archive, 2008; 31 Massart, MDAIK 15 (1957); Roccati, BSEG 7 (1982). Haring, forthcoming. 32 Pestman, in Demarée and Janssen (eds.), Gleanings 7 Cf. Černý, Catalogue des ostraca hiératiques, 1935, from Deir el-Medîna, 1982. p. III–IV. 33 Davies, Who’s Who at Deir el-Medina, 1999, pp. 84–86; 8 See, however, Mathieu’s contextualised approach to Donker van Heel and Haring, Writing in a Workmen’s the literary sources of Deir el-Medina, in Andreu (ed.), Village, 2003, pp. 41–48; Štubňová, “The Scribe of the Deir el-Médineh et la Vallée des Rois, 2003, and Gaber et Tomb Kenherkhepeshef”, 2013; Štubňová, GM 248 al., À l’oeuvre on connaît l’artisan (2017). (2016). 9 Ragazzoli, ZÄS 137 (2010). With specific regard to Deir 34 Polis and Razanajao, BICS 59:2 (2016). el-Medina, see Loprieno, in Dorn and Hofmann (eds.), 35 Cf. Töpfer, Rivista del Museo Egizio 2 (2018), https:// Living and Writing in Deir el-Medine, 2006. rivista.museoegizio.it/article/the-turin-papyrus- 10 See recently Ragazzoli, Scribes, 2019. online-platform-tpop-an-introduction/. 11 Donker van Heel and Haring, Writing in a Workmen’s 36 For a similar approach to a collection of Demotic Village, 2003; Gabler, in Haring et al. (eds.), Proceedings papyri, see the GESHAEM project (The Graeco-Egyptian of the Conference “Decoding Signs of Identity”, 2018; State – Hellenistic Archives from Egyptian Mummies) Gabler, Who’s Who Around Deir el-Medina, 2018. coordinated by Marie-Pierre Chaufray (https:// 12 Polis, in Cromwell and Grossman (eds.), Scribal geshaem.huma-num.fr), which developed a Siamese Repertoires in Egypt, 2017. neural network architecture, called Papy-S-Net, to 13 E.g., Bickel and Mathieu, BIFAO 93 (1993). match papyrus fragments (Pirrone, Beurton Aimar, 14 E.g., Dorn, Arbeiterhütten im Tal der Könige, 2011. and Journet, in HIP 19 [2019], pp. 73–83). Unter, in 15 Notably Parkinson, Reading Ancient Egyptian Poetry, Verbovsek et al. (eds.), BAJA 10 (in prep.). 2009; Parkinson, in Moers et al. (eds.), Dating Egyptian 37 Reggiani, Digital Papyrology I, 2017. Literary Texts, 2013. 38 For a methodological points of view, see Janssen, JEA 16 Piquette and Whitehouse, Writing as Material Practice, 73 (1987); Sweeney, JEA 84 (1998); van den Berg and 2013. Donker van Heel, in Demarée and Egberts (eds.), Deir 17 It is noteworthy, in this regard, that new fragments of el-Medina in the Third Millennium, 2000; McClain, in the so-called “Stato civile” – a dossier attested only in Dorn and Polis (eds.), Outside the Box, 2018. the Turin material so far (Demarée and Valbelle, Les 39 E.g., Dorn and Polis, The Turin Papyrus Map (in prep.). registres de recensement) – have been identified among 40 Eyre, The Use of Documents, 2013. the papyri coming from Deir el-Medina kept by the 41 Eyre, in Piacentini and Orsenigo (eds.), Egyptian French Archaeological Institute in Cairo; see Demarée, Archives, 2009. Dorn, and Polis, BIFAO 120 (2020). 42 Pestman, in Demarée and Janssen (eds.), Gleanings 18 Hagen and Soliman, in Bausi et al. (eds.), Manuscripts from Deir el-Medîna, 1982. and Archives, 2018. 43 Hagen and Soliman, in Bausi et al. (eds.), Manuscripts 19 See especially the reports by Roccati (OrAnt 14 and Archives, 2018. [1975]; Magica Taurinensia, 2011) and Demichelis (in 44 See recently Gabler and Müller, in Gabler et al. (eds.), Ciampini and Demichelis [eds.], Dal Po al Nilo, 2016). Text–Bild–Objekte, 2020, pp. 117–50, as well as Unter, 20 Pleyte and Rossi, Papyrus de Turin, 1869–1876. in Verbovsek et al. (eds.), Formen kultureller Dynamik, 21 Cf. Töpfer, Rivista del Museo Egizio 2 (2018), https:// forthcoming. rivista.museoegizio.it/article/the-turin-papyrus- 45 Lau-Lamb, Guidelines, 2010. online-platform-tpop-an-introduction/. 46 This framework ships with a NodeJS distribution 22 Gardiner, Late-Egyptian Miscellanies, 1937; Hagen, (used, e.g., for controlling data and accessing local in Dann (ed.), Current Research in Egyptology, 2006; storage) and a Chromium-based browser. Goelet Jr., in D’Auria (ed.), Servant of Mut, 2008; 47 Ronneberger et al., MICCAI (2015). Ragazzoli, in Morlet (ed.), Lire en extraits, 2015; and 48 This webpage was initially developed in Basel and Ragazzoli, in Gillen (ed.), (Re)productive Traditions in is now hosted in Liège in order to benefit from a Ancient Egypt, 2017; Ragazzoli, Scribes, 2019. WordPress framework. The webpage of the papyrus 23 Demarée, in Favry et al. (eds.), Du Sinaï au Soudan, 2017. collection in Turin (https://collezionepapiri. 24 See for instance Goyon, ASAE 49 (1949); Baud, BIFAO museoegizio.it) also provides updates about the 90 (1990); Harrell and Brown, JARCE 29 (1992). project. 25 Janssen, JARCE 31 (1994); Hovestreydt, LingAeg 5 49 Our posters are available on the webpage (under (1997). Activities > Presentations). 26 Harrell and Brown, JARCE 29 (1992), pp. 101–04. 27 For an overview about this individual, see Dorn and Bibliography Polis (2018). Baud, M., “La représentation de l’espace en Égypte 28 O. IFAO OL 4039 (see Dorn and Polis, BIFAO 116 ancienne : cartographie d’un itinéraire d’expédition”, [2016], pp. 74–81) and O. IFAO OL 3171+3162 (see BIFAO 90 (1990), pp. 51–63. Claude and Frère, in Albert and Gasse, Études de van den Berg, H. and K. Donker van Heel, “A Scribe’s documents hiératiques, in prep.). Cache from the Valley of Queens? The Palaeography 12 of Documents from Deir el-Medina: Some Remarks”, scribe Amennakhte (et autres ostraca relatifs au scribe in R.J. Demarée and A. Egberts (eds.), Deir el-Medina de la Tombe)”, BIFAO 116 (2016), pp. 57–96. in the Third Millennium AD: A Tribute to Jac. J. Janssen, Dorn, A. and S. Polis, The Turin Papyrus Map (in prep.). Leiden 2000, pp. 9–49. Eyre, C., “On the Inefficiency of Bureaucracy”, in: Bickel, S. and B. Mathieu, “L’écrivain Amennakht et son P. Piacentini and C. Orsenigo (eds.), Egyptian Archives: Enseignement”, BIFAO 93 (1993), pp. 31–51. Proceedings of the First Session of the International Con- Černý, J., Catalogue des ostraca hiératiques non littéraires gress “Egyptian Archives / Egyptological Archives”, Mi- de Deir el Médineh. [Tome I] (nos 1 à 113) (DFIFAO 3), lano, September 9–10, 2008, Milano 2009, pp. 15–30. Cairo 1935. Eyre, C., The Use of Documents in Pharaonic Egypt (Oxford Černý, J., The Valley of the Kings. Fragments d’un manuscrit Studies in Ancient Documents), Oxford 2013. inachevé (BdE 71), Cairo 1973. Gabler, K., “Methods of Identification Among the Deir Černý, J., A Community of Workmen at Thebes in the Rames- el-Medina Workmen and Their Service Personnel: The side Period (BdE 50), Cairo 20012. Use of Names, Titles, Patronyms and Identity Marks Claude, M. and M. Frère, “Les ostraca IFAO OL 3171a-g in Administrative Texts from Deir el-Medina”, in: + OL 3162a-b. Le « brouillon » d’une lettre au roi B.J.J. Haring, K.V.J. van der Moezel and D.M. Soliman relative au don d’une statue royale par le scribe de la (eds.), Proceedings of the Conference “Decoding Signs of Tombe Amennakhte (v) et textes divers”, in Fl. Albert Identity”, December 2013, Leiden (EU 32), Leiden and and A. Gasse (eds.), Études de documents hiératiques Leuven 2018, pp. 191–218. inédits, Cairo in prep. Gabler, K., Who’s Who Around Deir el-Medina. Untersuchun- Davies, B. G., Who’s Who at Deir el-Medina: A Prosopo- gen zur Organisation, Prosopographie und Entwicklung graphic Study of the Royal Workmen’s Community (EU des Versorgungspersonals für die Arbeitersiedlung und 13), Leiden 1999. das Tal der Könige (EU 31), Leiden and Leuven 2018. Davies, B. G., Life Within the Five Walls: A Handbook to Deir Gabler, K. and M. Müller, "A Vizier’s (Maybe not so) New el-Medina, Wallasey 2018. Pieces of Furniture in the Renaissance Era: The Draw- Del Vesco, P. and F. Poole, “Deir el-Medina in the Egyp- ings and the Texts of P. Turin Cat. 2034 in Context", tian Museum of Turin. An Overview, and the Way in K. Gabler, R. Gautschy, L. Bohnenkämper, H. Jenni, Forward”, in: A. Dorn and S. Polis (eds.), Out of the Box. C. Reymond, R. Zillhardt, A. Loprieno-Gnirs, and H.- Selected Papers from the Conference “Deir el-Medina and H. Münch (eds.), Text-Bild-Objekte im archäologischen the Theban Necropolis in Contact”, Liège, 27–29 October Kontext. Festschrift für Susanne Bickel (LingAeg Stud- 2014, Liège (AegLeod 11), Liège 2018, pp. 97–130. Mon 22), Hamburg 2020, pp. 117–50. Demarée, R.J., “Letters and Archives from the New King- Gardiner, A.H., Late-Egyptian Miscellanies (BAe 7), Brus- dom Necropolis at Thebes”, in: L. Pantalacci (ed.), La sels 1937. lettre d’archive: communication administrative et per- Goelet Jr., O., “Writing Ramesside Hieratic: What the Late sonnelle dans l’antiquité proche-orientale et égyptienne; Egyptian Miscellanies Tell Us About Scribal Educa- actes du colloque de l’Université de Lyon 2, 9–10 juillet tion”, in: S.H. D’Auria (ed.), Servant of Mut: Studies 2004, Cairo 2008, pp. 43–52. in Honor of Richard A. Fazzini (PdÄ 28), Leiden and Demarée, R.J., “New Information on the Mining Expedi- Boston 2008, pp. 102–10. tion to the Wadi Hammamat in Year 3 of Ramesses IV”, Goyon, G., “Le papyrus de Turin dit «des Mines d’Or» et le in: N. Favry, C. Ragazzoli, C. Somaglino and P. Tallet Wadi Hammamat”, ASAE 49 (1949), pp. 337–92. (eds.), Du Sinaï au Soudan : itinéraires d’une Égypto- Hagen, F., “Literature, Transmission, and the Late Egyp- logue. Mélanges offerts au Professeur Dominique Valbelle tian Miscellanies”, in: Dann, R.J. (ed.), Current Research (Orient & Méditerranée 23), Paris 2017, pp. 101–06. in Egyptology 2004: Proceedings of the Fifth Annual Demarée, R.J., A. Dorn, and S. Polis, “Les listes de maison- Symposium Which Took Place at the University of Dur- nées de Deir el-Médineh (« Stato civile »). Nouveaux ham January 2004, Oxford 2006, pp. 84–99. fragments de l’IFAO et localisation de l’archive d’une Hagen, F. and D. Soliman, “Archives in Ancient Egypt, lignée de scribes”, BIFAO 120 (2020), in press. 2500–1000 BCE”, in: A. Bausi, C. Brockmann, Demarée, R.J. and D. Valbelle, Les registres de recensement M. Friedrich and S. Kienitz (eds.), Manuscripts and Ar- du village de Deir el-Médineh (le « Stato civile »), Leuven chives: Comparative Views on Record-Keeping (SMC 11), 2011. Berlin 2018, pp. 71–170. Demichelis, S., “Ricomporre frammenti. Lavori in Harrell, J.A. and V.M. Brown, “The Oldest Surviving Topo- corso tra i papiri del Museo Egizio di Torino”, in: graphical Map from Ancient Egypt: Turin Papyri 1879, E.M. Ciampini and S. Demichelis (eds.), Dal Po al 1899 and 1969”, JARCE 29 (1992), pp. 81–105. Nilo: Studi di filologia ed epigrafia egizia, Torino 2016, Haring, B.J.J., “Material Matters: Documentary Papyri and pp. 3–44. Ostraca in Late Ramesside Letters”, in: F.A.J. Hoogendi- Donker van Heel, K. and B.J.J. Haring, Writing in a Work- jk and S. van Gompel (eds.), The Materiality of Texts men’s Village: Scribal Practice in Ramesside Deir el-Medi- from Ancient Egypt: New Approaches to the Study of na (EU 16), Leiden 2003. Textual Material from the Early Pharaonic to the Late Dorn, A., Arbeiterhütten im Tal der Könige: Ein Beitrag zur Antique Period, Leiden and Boston 2018, pp. 43–51. altägyptischen Sozialgeschichte aufgrund von neuem Haring, B.J.J., “Late Twentieth Dynasty Ostraca and the Quellenmaterial aus der Mitte der 20. Dynastie (ca. 1150 End of the Necropolis Workmen’s Settlement at Deir v. Chr.) (AH 23), Basel 2011. el-Medina”, in: C. Greco, F. Poole, S. Töpfer and P. del Dorn, A. and S. Polis, “Nouveaux textes littéraires du Vesco (eds.), Proceedings of the Workshop “Deir el-Medi- 13 na Through the Kaleidoskop”, forthcoming. Polis, S., “Linguistic Variation in Ancient Egyptian: An Hovestreydt, W., “A Letter to the King Relating to the Introduction to the State of the Art (with Special Foundation of a Statue (P. Turin 1879 vso.)”, LingAeg 5 Attention to the Community of Deir el-Medina)”, in: (1997), pp. 107–21. J. Cromwell and E. Grossman (eds.), Scribal Repertoires Janssen, J.J., “On Style in Egyptian Handwriting”, JEA 73 in Egypt from the New Kingdom to the Early Islamic (1987), pp. 161–67. Period (Oxford Studies in Ancient Documents), Oxford Janssen, J.J., “Literacy and Letters at Deir el-Medîna”, in: 2017, pp. 60–88. R.J. Demarée and A. Egberts (eds.), Village Voices: Pro- Polis, S., “The Scribal Repertoire of Amennakhte Son of ceedings of the Symposium “Texts from Deir el-Medîna Ipuy: Describing Variation Across Late Egyptian Reg- and Their Interpretation”, Leiden, May 31-June 1, 1991, isters”, in: J. Cromwell and E. Grossman (eds.), Scribal Leiden 1992, pp. 81–94. Repertoires in Egypt from the New Kingdom to the Early Janssen, J.J., “An Exceptional Event at Deir el-Medina Islamic Period (Oxford Studies in Ancient Documents), (P. Turin 1879 verso)”, JARCE 31 (1994), pp. 91–97. Oxford 2017, pp. 89–126. Lau-Lamb, L., Advanced Papyrological Information Sys- Polis, S. and V. Razanajao, “Ancient Egyptian Texts in tem Guidelines for Conservation of Papyrus, Universi- Context: Towards a Conceptual Data Model (the Thot ty of Michigan 2010, https://www.lib.umich.edu/files/ Data Model – TDM)”, BICS 59/2 (2016), pp. 24–41. collections/papyrus/APISconservation_fig.pdf. Ragazzoli, C., “Weak Hands and Soft Mouths: Elements Loprieno, A., “Towards a Detailed Perspective on Deir of a Scribal Identity in the New Kingdom”, ZÄS 137 el-Medina”, in: A. Dorn and T. Hofmann (eds.), Living (2010), pp. 157–70. and Writing in Deir el-Medine. Social-Historical Em- Ragazzoli, C., “Lire en extraits : les manuscrits de mis- bodiment of Deir el-Medine Texts (AH 19), Basel 2006, cellanées en Égypte ancienne, ou la lecture comme pp. 165–70. pratique créative”, in: S. Morlet (ed.), Lire en extraits : Mathieu, B., “La littérature égyptienne sous les Ramsès histoire de la lecture et de la production des textes, de d’après les ostraca littéraires de Deir el-Médineh, in l’Antiquité à la fin du Moyen Âge, Paris 2015, pp. 11–28. G. Andreu (ed.), Deir el-Médineh et la Vallée des Rois : la Ragazzoli, C., “Beyond Authors and Copyists: The Role vie en Égypte au temps des pharaons du Nouvel Empire. of Variation in Ancient Egyptian and New Kingdom Actes du colloque organisé par le Musée du Louvre, les 3 Literary Production”, in: T. Gillen (ed.), (Re)productive et 4 mai 2002, Paris 2003, pp. 117–37. Traditions in Ancient Egypt: Proceedings of the Con- Mathieu, B., “L’influence des découvertes de Deir ference Held at the University of Liège, 6th-8th February el-Medina sur notre connaissance de la littérature 2013, (AegLeod 10), Liège 2017, pp. 95–126. égyptienne”, in H. Gaber, L. Bazin Rizzo, and Fr. Ragazzoli, C., Scribes. Les artisants du texte en Égypte anci- Servajean (eds.), À l’oeuvre on connaît l’artisan … de enne (1550-1000), Paris 2019. Pharaon ! Un siècle de recherches françaises à Deir Reggiani, N., Digital Papyrology I. Methods, Tools and el-Medina (1917-2017), Milano 2017, pp. 105–09. Trends, Berlin 2017. Massart, A., “The Egyptian Geneva Papyrus MAH 15274”, Roccati, A., “Scavi nel Museo Egizio di Torino, VII: tra i MDAIK 15 (1957), pp. 172–85. papiri torinesi”, OrAnt 14 (1975), pp. 243–53. McClain, S.E., “Authorship and Attribution: Who Wrote Roccati, A., “Un nuovo rotolo magico diviso tra le raccolte the Twentieth Dynasty Journal of the Necropolis?”, in di Ginevra e Torino”, BSEG 7 (1982), pp. 91–94. A. Dorn and S. Polis (eds.), Outside the Box: Selected Pa- Roccati, A., Magica Taurinensia: il grande papiro magico di pers from the Conference ‘Deir el-Medina and the Theban Torino e i suoi duplicati (AnOr 56), Roma 2011. Necropolis in Contact’. Liège, 27–29 October 2014, Liège Ronneberger, O., Ph. Fischer and Th. Brox, “U-Net: Con- 2018, pp. 333–64. volutional Networks for Biomedical Image Segmen- Parkinson, R.B., Reading Ancient Egyptian Poetry: Among tation”, MICCAI (2015), pp. 234–41, https://arxiv.org/ Other Histories, Chichester, UK and Malden, MA 2009. abs/1505.04597. Parkinson, R.B., “Sailing Past Ellsinore: Interpreting the Štubňová, S., The Scribe of the Tomb Kenherkhepeshef in Materiality of Middle Kingdom Poetry”, in: G. Moers, 19th Dynasty Deir el-Medina: The Life and Personality K. Widmaier, A. Giewekemeyer, A. Lümers and R. Ernst of an Individual and His Place in Society Based on the (eds.), Dating Egyptian Literary Texts (LingAeg SM 11), Evaluation of Textual, Iconographical and Archaeological Hamburg 2013, pp. 123–37. Sources (unpublished MA thesis, Leiden University), Pestman, P.W., “Who Were the Owners, in the ‘Commu- Leiden 2013. nity of Workmen’, of the Chester Beatty Papyri”, in: Štubňová, S., “A Prosopographic Analysis of the Known R.J. Demarée and J.J. Janssen (eds.), Gleanings from Deir Kenherkhepshefs at Deir el-Medina and Some Ob- el-Medîna (EU 1), Leiden 1982, pp. 155–72. servations on the Scribe Kenherkhepshef”, GM 248 Piquette, K. and R.D. Whitehouse, Writing as Material (2016), pp. 123–48. Practice: Substance, Surface and Medium, London 2013. Sweeney, D., “Friendship and Frustration: A Study in Pa- Pirrone, A., M. Beurton Aimar, N. Journet, “Papys-S-Net: pyri Deir el-Medina IV-VI”, JEA 84 (1998), pp. 101–22. A Siamese Network to Match Papyrus Fragments”, in Töpfer, S., “The Turin Papyrus Online Platform (TPOP): HIP 2019. Proceedings of the 5th International Workshop An Introduction”, Rivista del Museo Egizio 2 (2018), on Historical Document Imaging and Processing, Sydney pp. 1–11. 2019, pp. 78–83. Unter, S., "Transforming Fragments into Documents. Pleyte, W. and F. Rossi, Papyrus de Turin, Leiden 1869– Hieratic Papyri and the Use of Machine Learning", in 1876. A. Verbovsek, K. Gabler, and S. Bickel (eds.), Formen 14 kultureller Dynamik: Impuls – Progession – Transforma- IV, Wiesbaden, submitted. tion. Beiträge des 10. Basler und Berliner Arbeitskreises Valbelle, D., “Les ouvriers de la tombe” : Deir el-Médineh à Junge Aegyptologie (BAJA 10), 29.11.–01.12.2019, GOF l’époque ramesside (BdE 96), Cairo 1985. 15
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