<div dir="ltr"><div>Please share / Merci de diffuser<br>[Apologies for multiple postings] [Nos excuses pour les réceptions multiples]</div><div><br></div><div><br></div><div><p class="MsoNormal" align="center" style="margin:3.1pt 0.4pt 0.0001pt;text-align:center;font-size:11pt;font-family:"Times New Roman",serif"><span style="font-size:12pt;font-family:Arial,sans-serif">Offre<span style="letter-spacing:0.35pt"> </span>de<span style="letter-spacing:-0.2pt"> </span>thèse<span style="letter-spacing:-0.2pt"> </span>2026-<span style="letter-spacing:-0.2pt">2029</span></span></p>
<p class="gmail-MsoBodyText" style="margin:0.2pt 0cm 0.0001pt;font-size:10pt;font-family:"Times New Roman",serif"><span style="font-size:12pt;font-family:Arial,sans-serif"> </span></p>
<p class="gmail-MsoTitle" style="margin:0cm 0.7pt 0.0001pt 0.4pt;text-align:center;font-size:20pt;font-family:"Times New Roman",serif;font-weight:bold"><span style="font-family:Arial,sans-serif">Machine<span style="letter-spacing:-0.55pt"> </span>Learning<span style="letter-spacing:-0.45pt">
</span>appliqué<span style="letter-spacing:-0.25pt"> </span>aux<span style="letter-spacing:-0.65pt"> </span>sceaux<span style="letter-spacing:-0.6pt">
</span><span style="letter-spacing:-0.1pt">byzantins</span></span></p>
<h1 style="margin:12.15pt 0cm 0.0001pt 32.25pt;line-height:15.9pt;font-size:14pt;font-family:"Times New Roman",serif">1<span style="font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;font-size-adjust:none;font-kerning:auto;font-feature-settings:normal;font-weight:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman"">
</span><span style="font-family:Arial,sans-serif;letter-spacing:-0.1pt">Information</span><span style="font-family:Arial,sans-serif"></span></h1>
<p class="gmail-MsoListParagraph" style="margin:0cm 0cm 0.0001pt 49.55pt;line-height:12.05pt;font-size:11pt;font-family:"Times New Roman",serif"><span style="font-size:10pt;font-family:Symbol">·<span style="font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;font-size-adjust:none;font-kerning:auto;font-feature-settings:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman"">
</span></span><b><span style="font-size:10pt;font-family:Arial,sans-serif">Encadrants<span style="letter-spacing:-0.35pt"> </span></span></b><span style="font-size:10pt;font-family:Arial,sans-serif;letter-spacing:-0.5pt">:</span><span style="font-size:10pt;font-family:Arial,sans-serif"></span></p>
<p class="gmail-MsoListParagraph" style="margin:0cm 0cm 0.0001pt 57.25pt;font-size:11pt;font-family:"Times New Roman",serif"><span style="font-size:10pt">\u2013<span style="font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;font-size-adjust:none;font-kerning:auto;font-feature-settings:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman"">
</span></span><span style="font-family:Arial,sans-serif"><a href="https://www.orient-mediterranee.com/member/caseau-chevallier-beatrice/"><span style="font-size:10pt;color:windowtext">Beatrice<span style="letter-spacing:-0.55pt"> </span>Caseau</span><span style="font-size:10pt;color:windowtext;text-decoration-line:none">,</span></a></span><span style="font-size:10pt;font-family:Arial,sans-serif;letter-spacing:-0.4pt"> </span><span style="font-size:10pt;font-family:Arial,sans-serif">UMR<span style="letter-spacing:-0.55pt"> </span>8167<span style="letter-spacing:-0.3pt"> </span>Orient<span style="letter-spacing:-0.5pt"> </span>et<span style="letter-spacing:-0.25pt"> </span>Méditerranée,<span style="letter-spacing:-0.15pt"> </span>Sorbonne<span style="letter-spacing:-0.45pt">
</span>Université<span style="letter-spacing:-0.35pt"> </span>(Prof.<span style="letter-spacing:-0.25pt"> </span>en<span style="letter-spacing:-0.1pt">
Histoire)</span></span></p>
<p class="gmail-MsoListParagraph" style="margin:0cm 0cm 0.0001pt 57.25pt;line-height:11.4pt;font-size:11pt;font-family:"Times New Roman",serif"><span style="font-size:10pt">\u2013<span style="font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;font-size-adjust:none;font-kerning:auto;font-feature-settings:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman"">
</span></span><span style="font-family:Arial,sans-serif"><a href="https://scai.sorbonne-universite.fr/public/profiles/view/1054051c4829bab27529/1"><span style="font-size:10pt;color:windowtext">Victoria<span style="letter-spacing:-0.6pt"> </span>Eyharabide</span><span style="font-size:10pt;color:windowtext;text-decoration-line:none">,</span></a></span><span style="font-size:10pt;font-family:Arial,sans-serif;letter-spacing:-0.4pt">
</span><span style="font-size:10pt;font-family:Arial,sans-serif">Laboratoire<span style="letter-spacing:-0.35pt"> </span>STIH,<span style="letter-spacing:-0.3pt"> </span>Sorbonne<span style="letter-spacing:-0.45pt">
</span>Université<span style="letter-spacing:-0.55pt"> </span>(MCF<span style="letter-spacing:-0.45pt"> </span>en<span style="letter-spacing:-0.3pt"> </span><span style="letter-spacing:-0.1pt">Informatique)</span></span></p>
<p class="gmail-MsoListParagraph" style="margin:0cm 0cm 0.0001pt 49.55pt;line-height:12.15pt;font-size:11pt;font-family:"Times New Roman",serif"><span style="font-size:10pt;font-family:Symbol">·<span style="font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;font-size-adjust:none;font-kerning:auto;font-feature-settings:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman"">
</span></span><b><span style="font-size:10pt;font-family:Arial,sans-serif">Lieu<span style="letter-spacing:-0.1pt"> </span></span></b><span style="font-size:10pt;font-family:Arial,sans-serif;letter-spacing:-0.5pt">:</span><span style="font-size:10pt;font-family:Arial,sans-serif"></span></p>
<p class="gmail-MsoListParagraph" style="margin:0cm 0cm 0.0001pt 57.25pt;font-size:11pt;font-family:"Times New Roman",serif"><span style="font-size:10pt">\u2013<span style="font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;font-size-adjust:none;font-kerning:auto;font-feature-settings:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman"">
</span></span><span style="font-size:10pt;font-family:Arial,sans-serif">Bibliothèque<span style="letter-spacing:-0.45pt"> </span>Byzantine,<span style="letter-spacing:-0.3pt"> </span>Collège<span style="letter-spacing:-0.35pt"> </span>de<span style="letter-spacing:-0.3pt"> </span>France<span style="letter-spacing:-0.25pt"> </span>-<span style="letter-spacing:-0.35pt"> </span>52<span style="letter-spacing:-0.6pt"> </span>rue<span style="letter-spacing:-0.35pt"> </span>du<span style="letter-spacing:-0.2pt"> </span>Cardinal-Lemoine,<span style="letter-spacing:-0.3pt"> </span>75005<span style="letter-spacing:-0.3pt"> </span><span style="letter-spacing:-0.1pt">Paris</span></span></p>
<p class="gmail-MsoListParagraph" style="margin:0.05pt 0cm 0.0001pt 57.25pt;font-size:11pt;font-family:"Times New Roman",serif"><span style="font-size:10pt">\u2013<span style="font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;font-size-adjust:none;font-kerning:auto;font-feature-settings:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman"">
</span></span><span style="font-size:10pt;font-family:Arial,sans-serif">Maison<span style="letter-spacing:-0.25pt">
</span>de<span style="letter-spacing:-0.35pt"> </span>la<span style="letter-spacing:-0.35pt"> </span>recherche,<span style="letter-spacing:-0.25pt"> </span>Sorbonne<span style="letter-spacing:-0.25pt"> </span>Université<span style="letter-spacing:-0.3pt"> </span>-<span style="letter-spacing:-0.35pt"> </span>28<span style="letter-spacing:-0.4pt"> </span>rue<span style="letter-spacing:-0.35pt"> </span>Serpente,<span style="letter-spacing:-0.1pt"> </span>75006<span style="letter-spacing:-0.3pt"> </span><span style="letter-spacing:-0.1pt">Paris</span></span></p>
<p class="gmail-MsoListParagraph" style="margin:0cm 0cm 0.0001pt 49.55pt;line-height:12.25pt;font-size:11pt;font-family:"Times New Roman",serif"><span style="font-size:10pt;font-family:Symbol">·<span style="font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;font-size-adjust:none;font-kerning:auto;font-feature-settings:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman"">
</span></span><b><span style="font-size:10pt;font-family:Arial,sans-serif">Durée<span style="letter-spacing:-0.1pt"> </span>:<span style="letter-spacing:-0.25pt"> </span></span></b><span style="font-size:10pt;font-family:Arial,sans-serif">3<span style="letter-spacing:-0.4pt"> </span>ans<span style="letter-spacing:-0.4pt"> </span>(date<span style="letter-spacing:-0.25pt"> </span>de<span style="letter-spacing:-0.25pt"> </span>début
souhaitée<span style="letter-spacing:-0.3pt"> </span>: janvier<span style="letter-spacing:0.1pt"> </span><span style="letter-spacing:-0.1pt">2026)</span></span></p>
<p class="gmail-MsoListParagraph" style="margin:0cm 0cm 0.0001pt 49.55pt;line-height:12.25pt;font-size:11pt;font-family:"Times New Roman",serif"><span style="font-size:10pt;font-family:Symbol">·<span style="font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;font-size-adjust:none;font-kerning:auto;font-feature-settings:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman"">
</span></span><b><span style="font-size:10pt;font-family:Arial,sans-serif">Financement<span style="letter-spacing:-0.45pt"> </span>:<span style="letter-spacing:-0.5pt"> </span></span></b><span style="font-size:10pt;font-family:Arial,sans-serif">Contrat
doctoral de<span style="letter-spacing:-0.45pt"> </span>l\u2019</span><span style="font-family:Arial,sans-serif"><a href="https://www.sorbonne-universite.fr/actualites/humanites-numeriques-structurer-former-transformer"><span style="font-size:10pt;color:windowtext">Initiative<span style="letter-spacing:-0.45pt"> </span>Humanités<span style="letter-spacing:-0.35pt"> </span>Numériques</span><span style="font-size:10pt;color:windowtext;text-decoration-line:none">,</span></a></span><span style="font-size:10pt;font-family:Arial,sans-serif;letter-spacing:-0.2pt"> </span><span style="font-size:10pt;font-family:Arial,sans-serif">Sorbonne<span style="letter-spacing:-0.45pt"> </span><span style="letter-spacing:-0.1pt">Université.</span></span></p>
<p class="gmail-MsoListParagraph" style="margin:0cm 0cm 0.0001pt 49.55pt;line-height:12.25pt;font-size:11pt;font-family:"Times New Roman",serif"><span style="font-size:10pt;font-family:Symbol">·<span style="font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;font-size-adjust:none;font-kerning:auto;font-feature-settings:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman"">
</span></span><b><span style="font-size:10pt;font-family:Arial,sans-serif">Salaire<span style="letter-spacing:-0.35pt"> </span>brut<span style="letter-spacing:-0.2pt"> </span>mensuel<span style="letter-spacing:-0.15pt"> </span>:<span style="letter-spacing:-0.05pt"> </span>2300<span style="letter-spacing:-0.2pt"> </span></span></b><span style="font-size:10pt;font-family:Arial,sans-serif;letter-spacing:-0.5pt">\u20ac</span><span style="font-size:10pt;font-family:Arial,sans-serif"></span></p>
<p class="gmail-MsoListParagraph" style="margin:0cm 7pt 0.0001pt 49.55pt;font-size:11pt;font-family:"Times New Roman",serif"><span style="font-size:10pt;font-family:Symbol">·<span style="font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;font-size-adjust:none;font-kerning:auto;font-feature-settings:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman"">
</span></span><b><span style="font-size:10pt;font-family:Arial,sans-serif">Mots<span style="letter-spacing:-0.45pt"> </span>clés<span style="letter-spacing:-0.65pt"> </span></span></b><span style="font-size:10pt;font-family:Arial,sans-serif">:<span style="letter-spacing:-0.3pt"> </span>Réseaux<span style="letter-spacing:-0.4pt">
</span>profonds,<span style="letter-spacing:-0.3pt"> </span>Reconnaissance<span style="letter-spacing:-0.55pt"> </span>de<span style="letter-spacing:-0.55pt"> </span>caractères,<span style="letter-spacing:-0.6pt"> </span>Segmentation<span style="letter-spacing:-0.4pt"> </span>d'instances,<span style="letter-spacing:-0.2pt"> </span>Représentation
des connaissances, Sigillographie byzantine</span></p>
<h1 style="margin:12.15pt 0cm 0.0001pt 32.25pt;line-height:15.9pt;font-size:14pt;font-family:"Times New Roman",serif">2<span style="font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;font-size-adjust:none;font-kerning:auto;font-feature-settings:normal;font-weight:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman"">
</span><span style="font-family:Arial,sans-serif;letter-spacing:-0.1pt">Méthodologie</span></h1>
<p class="gmail-parrafo" style="margin:6pt 0cm 0.0001pt 7.1pt;text-align:justify;font-size:10pt;font-family:"Times New Roman",serif"><span style="font-family:Arial,sans-serif">Ce
contrat inclut une recherche pluridisciplinaire en intelligence artificielle et
histoire. Ce projet en humanités numériques est de proposer un programme de
machine learning sur la base de photos de sceaux byzantins, afin d\u2019améliorer la
lecture des lettres, la segmentation des mots et de reconstituer les
principales formules présentes sur les sceaux. Le but ultime est de faciliter la
lecture des sceaux dont les lettres sont endommagées ou la légende incomplète
et ainsi de récupérer des sceaux laissés de côté pour une publication car de
lecture trop incertaine. Si nous parvenons à améliorer les lectures, voire à
lire des sceaux laissés de côté pour le moment, les informations qu\u2019ils
contiennent deviendront accessibles à la communauté scientifique.</span></p>
<p class="gmail-parrafo" style="margin:6pt 0cm 0.0001pt 7.1pt;text-align:justify;font-size:10pt;font-family:"Times New Roman",serif"><span style="font-family:Arial,sans-serif;letter-spacing:-0.15pt">Il s\u2019agit </span><span style="font-family:Arial,sans-serif">de
combiner<span style="letter-spacing:0.1pt"> </span>des<span style="letter-spacing:0.3pt"> </span>approches<span style="letter-spacing:-0.15pt"> </span>d'apprentissage<span style="letter-spacing:-0.45pt"> </span><span style="letter-spacing:-0.1pt">profond</span>
[<b><span style="color:rgb(68,113,196)">2</span></b>]
et des outils de traitement automatique du langage (TALN) [<b><span style="color:rgb(68,113,196)">1</span></b>] appliqués aux sceaux
byzantin, afin de récupérer intégralement le texte des sceaux<span style="letter-spacing:-0.25pt"> </span>malgré<span style="letter-spacing:-0.35pt">
</span>leur<span style="letter-spacing:-0.35pt"> </span>forme<span style="letter-spacing:-0.55pt"> </span>abrégée<span style="letter-spacing:-0.35pt">
</span>et<span style="letter-spacing:-0.15pt"> </span>leurs<span style="letter-spacing:-0.3pt"> </span>caractères<span style="letter-spacing:-0.3pt"> parfois </span>endommagés ou manquants.<span style="letter-spacing:-0.1pt"> </span>Dans<span style="letter-spacing:-0.5pt"> </span>des<span style="letter-spacing:-0.5pt"> </span>recherches<span style="letter-spacing:-0.3pt"> </span>antérieures<span style="letter-spacing:-0.3pt"> </span>[<b><span style="color:rgb(68,113,196)">7</span></b>,<span style="letter-spacing:-0.35pt"> </span><b><span style="color:rgb(68,113,196)">4</span></b>],<span style="letter-spacing:-0.35pt"> </span>nous<span style="letter-spacing:-0.5pt"> </span>avons obtenu des transcriptions du verso
des sceaux grâce à une<span style="letter-spacing:-0.05pt"> </span>approche<span style="letter-spacing:-0.05pt"> </span>neuronale en deux étapes, localisant
d'abord les<span style="letter-spacing:-0.1pt"> </span>caractères<span style="letter-spacing:-0.1pt"> </span>par<span style="letter-spacing:-0.05pt"> </span>un<span style="letter-spacing:-0.05pt"> </span>détecteur<span style="letter-spacing:-0.05pt"> </span>d'objets<span style="letter-spacing:-0.1pt"> </span>profonds,<span style="letter-spacing:-0.15pt"> </span>puis<span style="letter-spacing:-0.35pt"> </span>les<span style="letter-spacing:-0.35pt"> </span>reconnaissant<span style="letter-spacing:-0.2pt"> </span>par<span style="letter-spacing:-0.05pt"> </span>un<span style="letter-spacing:-0.3pt"> </span>réseau<span style="letter-spacing:-0.05pt">
</span>convolutif. Nous<span style="letter-spacing:-0.1pt"> </span>prévoyons de
poursuivre cette recherche en divisant cette tâche en plusieurs étapes [<b><span style="color:rgb(68,113,196)">9</span></b>].
Nous développerons d'abord une approche bayésienne prédisant les limites des
mots (complets ou abrégés) [<b><span style="color:rgb(68,113,196)">6</span></b>, <b><span style="color:rgb(68,113,196)">5</span></b>]. Ensuite, les hypothèses sur les mots
seront éventuellement élargies en utilisant des approches de normalisation de
texte et de transformation de traduction automatique. Pour l\u2019entraînement, nous
nous appuierons sur des corpus et des dictionnaires grecs [<b><span style="color:rgb(68,113,196)">8</span></b>].</span></p>
<h1 style="margin:12.15pt 0cm 0.0001pt 32.25pt;line-height:15.9pt;font-size:14pt;font-family:"Times New Roman",serif">3<span style="font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;font-size-adjust:none;font-kerning:auto;font-feature-settings:normal;font-weight:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman"">
</span><span style="font-family:Arial,sans-serif;letter-spacing:-0.1pt">Contexte historique</span></h1>
<p class="gmail-parrafo" style="margin:6pt 0cm 0.0001pt 7.1pt;text-align:justify;font-size:10pt;font-family:"Times New Roman",serif"><span style="font-family:Arial,sans-serif">Les
sceaux byzantins sont des objets importants pour la connaissance de
l\u2019administration et de l\u2019aristocratie byzantine. On estime le nombre de sceaux byzantins
découverts en fouilles à environ 80 000. Ce nombre augmente régulièrement,
d\u2019environ 1000 à 1500 nouvelles pièces par an. Les sceaux comportent du texte
qui permet de reconstruire non seulement la carrière des sigillants mais aussi
l\u2019ensemble des fonctions administratives et des postes dans les provinces. C\u2019est
de loin la source la plus importante pour établir la prosopographie de l\u2019aristocratie
byzantine, puisque tous les dignitaires et les principaux fonctionnaires de l\u2019empire
byzantin (qui dure du 4e au 15e siècle) disposaient d\u2019un sceau pour sceller
leur correspondance. Les militaires et les membres du haut clergé avaient aussi
leur sceau. Les femmes avaient rarement des sceaux mais les impératrices et les
membres de la très haute aristocratie avaient parfois une bulle personnelle.</span></p>
<p class="gmail-parrafo" style="margin:6pt 0cm 0.0001pt 7.1pt;text-align:justify;font-size:10pt;font-family:"Times New Roman",serif"><span style="font-family:Arial,sans-serif">Les
sceaux conservés sont très majoritairement en plomb, mesurant entre 20 et 30 mm.
Les sceaux en plomb sont des objets circulaires systématiquement bi-faces à partir
du 6e siècle qui portent le plus souvent de l\u2019iconographie et toujours du texte
grec (on laissera de côté les sceaux dans d\u2019autres alphabets). Il sera possible
de travailler par des méthodes de reconnaissance faciale quand l\u2019iconographie
comporte la figure des saints. Il y a enfin des monogrammes qui constituent un
nom ou un titre sous la forme de lettres entremêlées et il serait utile d\u2019avoir
un programme informatique pour proposer des lectures de ces monogrammes.</span></p>
<h1 style="margin:18pt 0cm 6pt 32.35pt;font-size:14pt;font-family:"Times New Roman",serif">4<span style="font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;font-size-adjust:none;font-kerning:auto;font-feature-settings:normal;font-weight:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman"">
</span><span style="font-family:Arial,sans-serif;letter-spacing:-0.1pt">Profil du/de la candidat·e</span></h1>
<p class="gmail-MsoBodyText" style="margin:6.1pt 0cm 0.0001pt 7.05pt;line-height:11.4pt;font-size:10pt;font-family:"Times New Roman",serif"><span style="font-family:Arial,sans-serif">Les<span style="letter-spacing:-0.3pt"> </span>candidat·e·s<span style="letter-spacing:-0.5pt"> </span>doivent<span style="letter-spacing:-0.35pt"> </span>répondre<span style="letter-spacing:-0.6pt"> </span>aux<span style="letter-spacing:-0.45pt"> </span>critères<span style="letter-spacing:-0.3pt"> </span>suivants<span style="letter-spacing:-0.45pt">
</span><span style="letter-spacing:-0.5pt">:</span></span></p>
<p class="gmail-MsoListParagraph" style="line-height:12.15pt;margin:0cm 0cm 0.0001pt 35.4pt;font-size:11pt;font-family:"Times New Roman",serif"><span style="font-size:10pt;font-family:Symbol">·<span style="font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;font-size-adjust:none;font-kerning:auto;font-feature-settings:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman"">
</span></span><span style="font-size:10pt;font-family:Arial,sans-serif">Être<span style="letter-spacing:-0.6pt"> </span>titulaire<span style="letter-spacing:-0.4pt"> </span>d\u2019un<span style="letter-spacing:0.05pt"> </span><b>master<span style="letter-spacing:-0.35pt"> </span>en<span style="letter-spacing:-0.5pt"> </span>informatique<span style="letter-spacing:-0.1pt"> </span></b>ou<span style="letter-spacing:-0.2pt"> </span><span style="letter-spacing:-0.1pt">équivalent.</span></span></p>
<p class="gmail-MsoListParagraph" style="margin:0cm 0cm 0.0001pt 35.4pt;font-size:11pt;font-family:"Times New Roman",serif"><span style="font-size:10pt;font-family:Symbol">·<span style="font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;font-size-adjust:none;font-kerning:auto;font-feature-settings:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman"">
</span></span><span style="font-size:10pt;font-family:Arial,sans-serif">Avoir<span style="letter-spacing:-0.35pt">
</span>une<span style="letter-spacing:-0.4pt"> </span>forte<span style="letter-spacing:-0.35pt"> </span>appétence<span style="letter-spacing:-0.35pt"> </span>pour<span style="letter-spacing:-0.25pt"> </span>les<span style="letter-spacing:-0.3pt"> </span>sciences<span style="letter-spacing:-0.35pt">
</span>humaines<span style="letter-spacing:-0.4pt"> </span>numériques<span style="letter-spacing:-0.3pt"> </span>et<span style="letter-spacing:-0.35pt"> </span><span style="letter-spacing:-0.1pt">l\u2019histoire.</span></span></p>
<p class="gmail-MsoListParagraph" style="line-height:12.25pt;margin:0cm 0cm 0.0001pt 35.4pt;font-size:11pt;font-family:"Times New Roman",serif"><span style="font-size:10pt;font-family:Symbol">·<span style="font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;font-size-adjust:none;font-kerning:auto;font-feature-settings:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman"">
</span></span><span style="font-size:10pt;font-family:Arial,sans-serif">Maîtriser<span style="letter-spacing:-0.4pt"> </span>de<span style="letter-spacing:-0.6pt"> </span>manière<span style="letter-spacing:-0.6pt"> </span>avancée<span style="letter-spacing:-0.4pt">
</span>le<span style="letter-spacing:-0.35pt"> </span>langage<span style="letter-spacing:-0.4pt"> </span>de<span style="letter-spacing:-0.4pt"> </span>programmation<span style="letter-spacing:-0.2pt"> </span><b>Python<span style="letter-spacing:-0.3pt"> </span></b><span style="letter-spacing:-0.1pt">(obligatoire).</span></span></p>
<p class="gmail-MsoListParagraph" style="margin:0cm 6.75pt 0.0001pt 35.4pt;font-size:11pt;font-family:"Times New Roman",serif"><span style="font-size:10pt;font-family:Symbol">·<span style="font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;font-size-adjust:none;font-kerning:auto;font-feature-settings:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman"">
</span></span><span style="font-size:10pt;font-family:Arial,sans-serif">Posséder une<span style="letter-spacing:-0.05pt"> </span>solide expérience en <b>apprentissage
automatique et apprentissage profond </b>appliqués aux images et/ou aux textes,
avec l\u2019usage des bibliothèques correspondantes (TensorFlow, PyTorch, etc.).</span></p>
<p class="gmail-MsoListParagraph" style="margin:0cm 0cm 0.0001pt 35.4pt;font-size:11pt;font-family:"Times New Roman",serif"><span style="font-size:10pt;font-family:Symbol">·<span style="font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;font-size-adjust:none;font-kerning:auto;font-feature-settings:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman"">
</span></span><span style="font-size:10pt;font-family:Arial,sans-serif">Capacité<span style="letter-spacing:-0.65pt"> </span>à<span style="letter-spacing:-0.6pt"> </span>travailler<span style="letter-spacing:-0.3pt"> </span>en<span style="letter-spacing:-0.15pt"> </span>équipe<span style="letter-spacing:-0.55pt"> </span>pluridisciplinaires<span style="letter-spacing:-0.5pt"> </span>(chercheures<span style="letter-spacing:-0.55pt"> </span>en<span style="letter-spacing:-0.45pt"> </span>histoire,<span style="letter-spacing:-0.25pt"> </span>sigillographes,<span style="letter-spacing:-0.5pt"> </span><span style="letter-spacing:-0.1pt">archivistes)</span></span></p>
<p class="gmail-MsoListParagraph" style="margin:0.05pt 0cm 0.0001pt 35.4pt;line-height:12.25pt;font-size:11pt;font-family:"Times New Roman",serif"><span style="font-size:10pt;font-family:Symbol">·<span style="font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;font-size-adjust:none;font-kerning:auto;font-feature-settings:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman"">
</span></span><span style="font-size:10pt;font-family:Arial,sans-serif">Notions<span style="letter-spacing:-0.35pt">
</span>en<span style="letter-spacing:-0.25pt"> </span>graphes<span style="letter-spacing:-0.25pt"> </span>de<span style="letter-spacing:-0.4pt"> </span>connaissance<span style="letter-spacing:-0.4pt"> </span>et<span style="letter-spacing:-0.4pt"> </span>ontologies<span style="letter-spacing:-0.3pt"> </span>seront<span style="letter-spacing:-0.25pt">
</span><span style="letter-spacing:-0.1pt">appréciées.</span></span></p>
<p class="gmail-MsoListParagraph" style="margin:0cm 0cm 0.0001pt 35.4pt;font-size:11pt;font-family:"Times New Roman",serif"><span style="font-size:10pt;font-family:Symbol">·<span style="font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;font-size-adjust:none;font-kerning:auto;font-feature-settings:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman"">
</span></span><span style="font-size:10pt;font-family:Arial,sans-serif">Avoir<span style="letter-spacing:-0.2pt">
</span>une<span style="letter-spacing:-0.3pt"> </span><b>excellente<span style="letter-spacing:-0.3pt"> </span>maîtrise<span style="letter-spacing:-0.3pt"> </span>de<span style="letter-spacing:-0.35pt"> </span>l\u2019anglais<span style="letter-spacing:-0.3pt"> </span></b>écrit<span style="letter-spacing:-0.1pt">
</span>et<span style="letter-spacing:-0.3pt"> </span>oral<span style="letter-spacing:-0.3pt"> </span><span style="letter-spacing:-0.1pt">(indispensable).</span></span></p>
<p class="gmail-MsoListParagraph" style="margin:0cm 0cm 0.0001pt 35.4pt;font-size:11pt;font-family:"Times New Roman",serif"><span style="font-size:10pt;font-family:Symbol">·<span style="font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;font-size-adjust:none;font-kerning:auto;font-feature-settings:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman"">
</span></span><span style="font-size:10pt;font-family:Arial,sans-serif">Des<span style="letter-spacing:-0.4pt"> </span>compétences<span style="letter-spacing:-0.3pt"> </span>en<span style="letter-spacing:-0.25pt"> </span>communication<span style="letter-spacing:-0.25pt"> </span>en<span style="letter-spacing:0.1pt"> </span><b>français<span style="letter-spacing:-0.3pt">
</span></b>constituent<span style="letter-spacing:-0.4pt"> </span>un<span style="letter-spacing:-0.2pt"> </span>atout<span style="letter-spacing:-0.4pt"> </span>mais<span style="letter-spacing:-0.5pt"> </span>ne<span style="letter-spacing:-0.4pt"> </span>sont<span style="letter-spacing:-0.35pt"> </span>pas<span style="letter-spacing:-0.5pt"> </span><span style="letter-spacing:-0.1pt">obligatoires.</span></span></p>
<h1 style="margin:18pt 0cm 6pt 32.35pt;font-size:14pt;font-family:"Times New Roman",serif">5<span style="font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;font-size-adjust:none;font-kerning:auto;font-feature-settings:normal;font-weight:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman"">
</span><span style="font-family:Arial,sans-serif;letter-spacing:-0.1pt">Modalités de candidature</span></h1>
<p class="gmail-MsoBodyText" style="margin:6.1pt 0cm 0.0001pt 7.05pt;line-height:11.4pt;font-size:10pt;font-family:"Times New Roman",serif"><span style="font-family:Arial,sans-serif">Les<span style="letter-spacing:-0.35pt"> </span>personnes<span style="letter-spacing:-0.35pt"> </span>intéressées<span style="letter-spacing:-0.3pt"> </span>sont<span style="letter-spacing:-0.2pt"> </span>invitées<span style="letter-spacing:-0.35pt">
</span>à<span style="letter-spacing:-0.4pt"> </span>envoyer<span style="letter-spacing:-0.05pt"> </span>un<span style="letter-spacing:-0.3pt"> </span>dossier<span style="letter-spacing:-0.5pt"> </span>complet<span style="letter-spacing:-0.2pt">
</span>par<span style="letter-spacing:-0.25pt"> </span>e-mail<span style="letter-spacing:-0.45pt"> </span>aux<span style="letter-spacing:-0.4pt"> </span>deux<span style="letter-spacing:-0.3pt"> </span>encadrants<span style="letter-spacing:-0.45pt"> </span><span style="letter-spacing:-0.5pt">:</span></span></p>
<p class="gmail-MsoListParagraph" style="line-height:12.15pt;margin:0cm 0cm 0.0001pt 35.4pt;font-size:11pt;font-family:"Times New Roman",serif"><span style="font-size:10pt;font-family:Symbol">·<span style="font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;font-size-adjust:none;font-kerning:auto;font-feature-settings:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman"">
</span></span><span style="font-size:10pt;font-family:Arial,sans-serif;letter-spacing:-0.1pt">Beatrice</span><span style="font-size:10pt;font-family:Arial,sans-serif;letter-spacing:0.6pt"> </span><span style="font-size:10pt;font-family:Arial,sans-serif;letter-spacing:-0.1pt">Caseau</span><span style="font-size:10pt;font-family:Arial,sans-serif;letter-spacing:0.9pt"> </span><span style="font-size:10pt;font-family:Arial,sans-serif;letter-spacing:-0.1pt">\u2014</span><span style="font-size:10pt;font-family:Arial,sans-serif;letter-spacing:0.6pt"> </span><span style="font-family:Arial,sans-serif"><a href="mailto:beatrice.caseau@sorbonne-universite.fr"><i><span style="font-size:10pt;color:windowtext;letter-spacing:-0.1pt;text-decoration-line:none">beatrice.caseau@sorbonne-universite.fr</span></i></a></span><i><span style="font-size:10pt;font-family:Arial,sans-serif"></span></i></p>
<p class="gmail-MsoListParagraph" style="margin:0cm 0cm 0.0001pt 35.4pt;font-size:11pt;font-family:"Times New Roman",serif"><span style="font-size:10pt;font-family:Symbol">·<span style="font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;font-size-adjust:none;font-kerning:auto;font-feature-settings:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman"">
</span></span><span style="font-size:10pt;font-family:Arial,sans-serif;letter-spacing:-0.1pt">Victoria</span><span style="font-size:10pt;font-family:Arial,sans-serif;letter-spacing:0.75pt"> </span><span style="font-size:10pt;font-family:Arial,sans-serif;letter-spacing:-0.1pt">Eyharabide</span><span style="font-size:10pt;font-family:Arial,sans-serif;letter-spacing:1.05pt"> </span><span style="font-size:10pt;font-family:Arial,sans-serif;letter-spacing:-0.1pt">\u2014</span><span style="font-size:10pt;font-family:Arial,sans-serif;letter-spacing:0.8pt"> </span><span style="font-family:Arial,sans-serif"><a href="mailto:maria-victoria.eyharabide@sorbonne-universite.fr"><i><span style="font-size:10pt;color:windowtext;letter-spacing:-0.1pt;text-decoration-line:none">maria-victoria.eyharabide@sorbonne-universite.fr</span></i></a></span><i><span style="font-size:10pt;font-family:Arial,sans-serif"></span></i></p>
<p class="gmail-MsoBodyText" style="margin:6pt 0cm 0.0001pt 7.05pt;font-size:10pt;font-family:"Times New Roman",serif"><span style="font-family:Arial,sans-serif">Le<span style="letter-spacing:-0.4pt"> </span>dossier doit<span style="letter-spacing:-0.35pt"> </span>comprendre<span style="letter-spacing:-0.55pt"> </span><span style="letter-spacing:-0.5pt">:</span></span></p>
<p class="gmail-MsoListParagraph" style="margin:0cm 6.7pt 0.0001pt 35.4pt;font-size:11pt;font-family:"Times New Roman",serif"><span style="font-size:10pt">1.<span style="font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;font-size-adjust:none;font-kerning:auto;font-feature-settings:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman"">
</span></span><span style="font-size:10pt;font-family:Arial,sans-serif">Une <b>lettre
de motivation (1 page max.) </b>détaillant l\u2019intérêt pour le sujet et les
compétences pertinentes<span style="letter-spacing:2pt"> </span>pour la
thématique proposée.</span></p>
<p class="gmail-MsoListParagraph" style="margin:0.05pt 0cm 0.0001pt 35.4pt;font-size:11pt;font-family:"Times New Roman",serif"><span style="font-size:10pt">2.<span style="font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;font-size-adjust:none;font-kerning:auto;font-feature-settings:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman"">
</span></span><span style="font-size:10pt;font-family:Arial,sans-serif">Un<span style="letter-spacing:-0.3pt"> </span><b>CV<span style="letter-spacing:-0.6pt"> </span>complet<span style="letter-spacing:-0.4pt"> </span></b>(formations,<span style="letter-spacing:-0.25pt"> </span>expériences,<span style="letter-spacing:-0.3pt"> </span><span style="letter-spacing:-0.1pt">publications).</span></span></p>
<p class="gmail-MsoListParagraph" style="margin:0cm 0cm 0.0001pt 35.4pt;font-size:11pt;font-family:"Times New Roman",serif"><span style="font-size:10pt">3.<span style="font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;font-size-adjust:none;font-kerning:auto;font-feature-settings:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman""> </span></span><span style="font-size:10pt;font-family:Arial,sans-serif">Un
<b>relevé<span style="letter-spacing:-0.15pt">
</span>de<span style="letter-spacing:-0.35pt"> </span>notes<span style="letter-spacing:-0.2pt"> </span></b><span style="letter-spacing:-0.1pt">(Master).</span></span></p>
<p class="gmail-MsoListParagraph" style="margin:0.05pt 0cm 0.0001pt 35.4pt;font-size:11pt;font-family:"Times New Roman",serif"><span style="font-size:10pt">4.<span style="font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;font-size-adjust:none;font-kerning:auto;font-feature-settings:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman"">
</span></span><span style="font-size:10pt;font-family:Arial,sans-serif">Deux<span style="letter-spacing:-0.4pt"> </span><b>lettres<span style="letter-spacing:-0.45pt">
</span>de<span style="letter-spacing:-0.5pt"> </span>recommandation<span style="letter-spacing:-0.35pt"> </span></b><span style="letter-spacing:-0.1pt">(<i>optionnel</i>).</span></span></p>
<p class="MsoNormal" style="margin:6.25pt 0cm 0.0001pt 7.05pt;font-size:11pt;font-family:"Times New Roman",serif"><b><span style="font-size:10pt;font-family:Arial,sans-serif">Dates<span style="letter-spacing:-0.25pt"> </span><span style="letter-spacing:-0.1pt">importantes</span></span></b></p>
<p class="gmail-MsoListParagraph" style="margin:0.05pt 0cm 0.0001pt 35.4pt;line-height:12.25pt;font-size:11pt;font-family:"Times New Roman",serif"><span style="font-size:10pt;font-family:Symbol">·<span style="font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;font-size-adjust:none;font-kerning:auto;font-feature-settings:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman"">
</span></span><b><span style="font-size:10pt;font-family:Arial,sans-serif">Date<span style="letter-spacing:-0.5pt"> </span>limite<span style="letter-spacing:-0.15pt">
</span>pour<span style="letter-spacing:-0.1pt"> </span>candidater<span style="letter-spacing:-0.35pt"> </span>:<span style="letter-spacing:-0.2pt"> </span>20<span style="letter-spacing:-0.2pt"> </span>octobre<span style="letter-spacing:-0.35pt">
</span><span style="letter-spacing:-0.2pt">2025</span></span></b></p>
<p class="gmail-MsoListParagraph" style="line-height:12pt;margin:0cm 0cm 0.0001pt 35.4pt;font-size:11pt;font-family:"Times New Roman",serif"><span style="font-size:10pt;font-family:Symbol">·<span style="font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;font-size-adjust:none;font-kerning:auto;font-feature-settings:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman"">
</span></span><b><span style="font-size:10pt;font-family:Arial,sans-serif">Début<span style="letter-spacing:-0.2pt"> </span>souhaité<span style="letter-spacing:-0.05pt">
</span>de<span style="letter-spacing:-0.25pt"> </span>la<span style="letter-spacing:-0.15pt"> </span>thèse<span style="letter-spacing:-0.3pt"> </span>:<span style="letter-spacing:-0.4pt"> </span>janvier<span style="letter-spacing:-0.25pt">
</span><span style="letter-spacing:-0.2pt">2026</span></span></b></p>
<p class="gmail-MsoListParagraph" style="line-height:11.25pt;margin:0cm 0cm 0.0001pt 35.4pt;font-size:11pt;font-family:"Times New Roman",serif"><span style="font-size:10pt">5.<span style="font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;font-size-adjust:none;font-kerning:auto;font-feature-settings:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman""> </span></span><span style="font-size:10pt;font-family:Arial,sans-serif">La<span style="letter-spacing:-0.3pt"> </span>bourse<span style="letter-spacing:-0.35pt">
</span>est<span style="letter-spacing:-0.15pt"> </span>déjà<span style="letter-spacing:-0.15pt"> </span>disponible<span style="letter-spacing:-0.35pt"> </span>:<span style="letter-spacing:-0.4pt"> </span>le/la<span style="letter-spacing:-0.35pt"> </span>doctorant·e<span style="letter-spacing:-0.6pt"> </span>pourra<span style="letter-spacing:-0.1pt"> </span><b>commencer<span style="letter-spacing:-0.35pt">
</span>immédiatement<span style="letter-spacing:-0.3pt"> </span></b>si<span style="letter-spacing:-0.35pt"> </span><span style="letter-spacing:-0.1pt">possible.</span></span></p>
<h1 style="margin:18pt 0cm 6pt 32.35pt;font-size:14pt;font-family:"Times New Roman",serif">6<span style="font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;font-size-adjust:none;font-kerning:auto;font-feature-settings:normal;font-weight:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman"">
</span><span style="font-family:Arial,sans-serif;letter-spacing:-0.1pt">References</span></h1>
<p class="gmail-MsoListParagraph" style="margin:3.2pt 6.85pt 0.0001pt 21.2pt;text-align:justify;font-size:11pt;font-family:"Times New Roman",serif"><span style="font-size:9pt;letter-spacing:-0.2pt">[1]<span style="font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;font-size-adjust:none;font-kerning:auto;font-feature-settings:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman""> </span></span><span style="font-size:9pt;font-family:Arial,sans-serif">Badr<span style="letter-spacing:-0.15pt"> </span>AlKhamissi,<span style="letter-spacing:-0.35pt"> </span>Millicent<span style="letter-spacing:-0.35pt"> </span>Li,<span style="letter-spacing:-0.15pt"> </span>Asli<span style="letter-spacing:-0.15pt"> </span>Celikyilmaz,<span style="letter-spacing:-0.35pt"> </span>Mona<span style="letter-spacing:-0.2pt"> </span>Diab,<span style="letter-spacing:-0.15pt"> </span>and<span style="letter-spacing:-0.2pt"> </span>Marjan<span style="letter-spacing:-0.45pt"> </span>Ghazvininejad.<span style="letter-spacing:-0.15pt"> </span>A<span style="letter-spacing:-0.55pt"> </span>review<span style="letter-spacing:-0.2pt"> </span>on<span style="letter-spacing:-0.2pt"> </span>language<span style="letter-spacing:-0.2pt"> </span>models<span style="letter-spacing:-0.4pt"> </span>as
knowledge bases, 2022.</span></p>
<p class="gmail-MsoListParagraph" style="margin:0cm 6.9pt 0.0001pt 21.2pt;text-align:justify;font-size:11pt;font-family:"Times New Roman",serif"><span style="font-size:9pt;letter-spacing:-0.2pt">[2]<span style="font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;font-size-adjust:none;font-kerning:auto;font-feature-settings:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman""> </span></span><span style="font-size:9pt;font-family:Arial,sans-serif">Yannis<span style="letter-spacing:-0.35pt"> </span>Assael,<span style="letter-spacing:-0.25pt">
</span>Thea<span style="letter-spacing:-0.35pt"> </span>Sommerschield,<span style="letter-spacing:-0.25pt"> </span>Brendan<span style="letter-spacing:-0.35pt">
</span>Shillingford,<span style="letter-spacing:-0.25pt"> </span>Mahyar<span style="letter-spacing:-0.05pt"> </span>Bordbar,<span style="letter-spacing:-0.45pt">
</span>John<span style="letter-spacing:-0.35pt"> </span>Pavlopoulos, Marita<span style="letter-spacing:-0.35pt"> </span>Chatzipanagiotou, Ion Androutsopoulos,
Jonathan Prag, and Nando de Freitas. Restoring and attributing ancient texts
using deep neural networks. Nature, 603(7900):280\u2013283, 2022.</span></p>
<p class="gmail-MsoListParagraph" style="margin:0cm 0cm 0.0001pt 19.65pt;text-align:justify;line-height:10.25pt;font-size:11pt;font-family:"Times New Roman",serif"><span style="font-size:9pt;letter-spacing:-0.2pt">[3]<span style="font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;font-size-adjust:none;font-kerning:auto;font-feature-settings:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman""> </span></span><span style="font-size:9pt;font-family:Arial,sans-serif">Jean-Claude<span style="letter-spacing:-0.2pt"> </span>Cheynet.<span style="letter-spacing:-0.25pt">
</span>Les<span style="letter-spacing:-0.15pt"> </span>sceaux<span style="letter-spacing:-0.35pt"> </span>byzantins<span style="letter-spacing:-0.35pt"> </span>de<span style="letter-spacing:-0.35pt"> </span>la<span style="letter-spacing:-0.15pt"> </span>collection<span style="letter-spacing:-0.2pt"> </span>Yavuz<span style="letter-spacing:-0.35pt"> </span>Tatis.<span style="letter-spacing:-0.3pt"> </span>Izmir.<span style="letter-spacing:-0.25pt">
</span>Privately<span style="letter-spacing:-0.55pt"> </span>published,<span style="letter-spacing:0.5pt"> </span>Izmir,<span style="letter-spacing:-0.25pt"> </span><span style="letter-spacing:-0.1pt">2019.</span></span></p>
<p class="gmail-MsoListParagraph" style="margin:0.15pt 6.8pt 0.0001pt 21.2pt;text-align:justify;font-size:11pt;font-family:"Times New Roman",serif"><span style="font-size:9pt;letter-spacing:-0.2pt">[4]<span style="font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;font-size-adjust:none;font-kerning:auto;font-feature-settings:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman""> </span></span><span style="font-size:9pt;font-family:Arial,sans-serif">Victoria<span style="letter-spacing:-0.6pt"> </span>Eyharabide,<span style="letter-spacing:-0.55pt"> </span>Laurence<span style="letter-spacing:-0.55pt"> </span>Likforman-Sulem,<span style="letter-spacing:-0.55pt"> </span><u>Lucia<span style="letter-spacing:-0.6pt">
</span>Maria<span style="letter-spacing:-0.55pt"> </span>Orland</u>i,<span style="letter-spacing:-0.55pt"> </span><u>Alexandre<span style="letter-spacing:-0.55pt"> </span>Binoux</u>,<span style="letter-spacing:-0.6pt"> </span><u>Theophile<span style="letter-spacing:-0.55pt"> </span>Rageau</u>,<span style="letter-spacing:-0.55pt"> </span><u>Qijia<span style="letter-spacing:-0.55pt"> </span>Huang</u>,
Attilio<span style="letter-spacing:-0.35pt"> </span>Fiandrotti,<span style="letter-spacing:-0.25pt"> </span>Beatrice<span style="letter-spacing:-0.1pt">
</span>Caseau,<span style="letter-spacing:-0.25pt"> </span>and<span style="letter-spacing:-0.35pt"> </span>Isabelle<span style="letter-spacing:-0.3pt">
</span>Bloch<span style="letter-spacing:-0.1pt"> </span>(2023).<span style="letter-spacing:-0.25pt"> </span>Study<span style="letter-spacing:-0.35pt">
</span>of<span style="letter-spacing:-0.25pt"> </span>historical<span style="letter-spacing:-0.25pt"> </span>Byzantine<span style="letter-spacing:-0.35pt"> </span>seal<span style="letter-spacing:-0.25pt"> </span>images:<span style="letter-spacing:-0.5pt"> </span>the<span style="letter-spacing:-0.3pt"> </span>BHAI<span style="letter-spacing:-0.5pt"> </span>project for computer-based sigillography.
In ICDAR 2023, 7th International Workshop on Historical Document Imaging and
Processing (HIP '23). Association for Computing Machinery ACM, New York, NY,
USA, 49\u201354. </span><span style="font-family:Arial,sans-serif"><a href="https://doi.org/10.1145/3604951.3605523"><span style="font-size:9pt;color:rgb(148,79,113);letter-spacing:-0.1pt">https://doi.org/10.1145/3604951.3605523</span></a></span><span style="font-size:9pt;font-family:Arial,sans-serif"></span></p>
<p class="gmail-MsoListParagraph" style="margin:0cm 6.85pt 0.0001pt 21.2pt;text-align:justify;font-size:11pt;font-family:"Times New Roman",serif"><span style="font-size:9pt;letter-spacing:-0.2pt">[5]<span style="font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;font-size-adjust:none;font-kerning:auto;font-feature-settings:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman""> </span></span><span style="font-size:9pt;font-family:Arial,sans-serif">Sharon
Goldwater, Thomas L Griffiths, and Mark Johnson. A bayesian framework for word
segmentation: Exploring the effects of context. Cognition, 112(1):21\u201354, 2009.</span></p>
<p class="gmail-MsoListParagraph" style="margin:0cm 6.8pt 0.0001pt 21.2pt;text-align:justify;line-height:101%;font-size:11pt;font-family:"Times New Roman",serif"><span style="font-size:9pt;line-height:101%;letter-spacing:-0.2pt">[6]<span style="font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;font-size-adjust:none;font-kerning:auto;font-feature-settings:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman"">
</span></span><span style="font-size:9pt;line-height:101%;font-family:Arial,sans-serif">Shu Okabe, Laurent
Besacier, and Francois Yvon. Weakly supervised word segmentation for
computational language documentation. In Annual meeting of the Association for
Computational Linguistics, 2022.</span></p>
<p class="gmail-MsoListParagraph" style="margin:0cm 6.55pt 0.0001pt 21.2pt;text-align:justify;font-size:11pt;font-family:"Times New Roman",serif"><span style="font-size:9pt;letter-spacing:-0.2pt">[7]<span style="font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;font-size-adjust:none;font-kerning:auto;font-feature-settings:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman""> </span></span><span style="font-size:9pt;font-family:Arial,sans-serif">Théophile
Rageau, Laurence Likforman-Sulem, Attilio Fiandrotti, Victoria Eyharabide,
Béatrice Caseau, Jean-Claude Cheynet (2025). Character recognition in Byzantine
seals with deep neural networks. Journal of Digital Applications in Archaeology
and Cultural Heritage, Elsevier. Volume 37, pp e00403, </span><span style="font-family:Arial,sans-serif"><a href="https://doi.org/10.1016/j.daach.2025.e00403"><span style="font-size:9pt;color:rgb(68,113,196)">https://doi.org/10.1016/j.daach.2025.e00403</span></a></span><span style="font-size:9pt;font-family:Arial,sans-serif"></span></p>
<p class="gmail-MsoListParagraph" style="margin:0cm 0cm 0.0001pt 19.65pt;text-align:justify;line-height:10.25pt;font-size:11pt;font-family:"Times New Roman",serif"><span style="font-size:9pt;letter-spacing:-0.2pt">[8]<span style="font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;font-size-adjust:none;font-kerning:auto;font-feature-settings:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman""> </span></span><span style="font-size:9pt;font-family:Arial,sans-serif">Francois<span style="letter-spacing:-0.15pt"> </span>Yvon.<span style="letter-spacing:-0.1pt"> </span>Rewriting<span style="letter-spacing:-0.55pt"> </span>the<span style="letter-spacing:-0.35pt"> </span>orthography<span style="letter-spacing:-0.6pt"> </span>of<span style="letter-spacing:-0.05pt"> </span>SMS<span style="letter-spacing:-0.2pt"> </span>messages.<span style="letter-spacing:-0.25pt">
</span>Natural<span style="letter-spacing:-0.1pt"> </span>Language<span style="letter-spacing:-0.1pt"> </span>Engineering,<span style="letter-spacing:-0.1pt"> </span>16(2):133\u2013159,<span style="letter-spacing:-0.25pt"> </span><span style="letter-spacing:-0.1pt">2010.</span></span></p>
<p class="gmail-MsoListParagraph" style="margin:0cm 6.85pt 0.0001pt 21.2pt;text-align:justify;font-size:11pt;font-family:"Times New Roman",serif"><span style="font-size:9pt;letter-spacing:-0.2pt">[9]<span style="font-variant-numeric:normal;font-variant-east-asian:normal;font-variant-alternates:normal;font-size-adjust:none;font-kerning:auto;font-feature-settings:normal;font-stretch:normal;font-size:7pt;line-height:normal;font-family:"Times New Roman""> </span></span><span style="font-size:9pt;font-family:Arial,sans-serif">Victoria<span style="letter-spacing:-0.2pt"> </span>Eyharabide<span style="letter-spacing:-0.2pt"> </span>(2024). Artificial<span style="letter-spacing:-0.2pt"> </span>Intelligence<span style="letter-spacing:-0.05pt"> </span>Applied<span style="letter-spacing:-0.25pt">
</span>to<span style="letter-spacing:-0.25pt"> </span>Byzantine<span style="letter-spacing:-0.25pt"> </span>Sigillography:<span style="letter-spacing:-0.4pt"> </span>Current Research,<span style="letter-spacing:-0.2pt"> </span>Challenges,<span style="letter-spacing:-0.2pt"> </span>and Future Perspectives. In Special issue
\u201cDigital Approaches to Medieval Sigillography,\u201d of the journal </span><span style="font-family:Arial,sans-serif"><a href="https://journal.digitalmedievalist.org/"><span style="font-size:9pt;color:windowtext;text-decoration-line:none">Digital Medievalist</span></a></span><span style="font-size:9pt;font-family:Arial,sans-serif"> (DM), 17(1): 1\u201316. </span><span style="font-family:Arial,sans-serif"><a href="https://doi.org/10.16995/dm.15119"><span style="font-size:9pt;color:rgb(68,113,196)">https://doi.org/10.16995/dm.15119</span></a></span><span style="font-size:9pt;font-family:Arial,sans-serif"></span></p></div></div>