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Lemmatiser des textes et corriger l'annotation grâcè a l'apprentissage profond avec Pyrrha
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In: Humanistica 2021 ; https://hal.archives-ouvertes.fr/hal-03224112 ; Humanistica 2021, May 2021, Rennes, France (2021)
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Handling Heavily Abbreviated Manuscripts: HTR engines vs text normalisation approaches
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In: International Conference on Document Analysis and Recognition 2021 ; https://hal-enc.archives-ouvertes.fr/hal-03279602 ; International Conference on Document Analysis and Recognition 2021, 2021, Lausanne, Switzerland. pp.306-316, ⟨10.1007/978-3-030-86159-9_21⟩ (2021)
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Abstract:
International audience ; Although abbreviations are fairly common in handwritten sources, particularly in medieval and modern Western manuscripts, previous research dealing with computational approaches to their expansion is scarce. Yet abbreviations present particular challenges to computational approaches such as handwritten text recognition and natural language processing tasks. Often, pre-processing ultimately aims to lead from a digitised image of the source to a normalised text, which includes expansion of the abbreviations. We explore different setups to obtain such a normalised text, either directly, by training HTR engines on normalised (i.e., expanded, disabbreviated) text, or by decomposing the process into discrete steps, each making use of specialist models for recognition, word segmentation and normalisation. The case studies considered here are drawn from the medieval Latin tradition.
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Keyword:
[SHS.HIST]Humanities and Social Sciences/History; [SHS.LANGUE]Humanities and Social Sciences/Linguistics; Abbreviations; Computational methods; Handwritten Text Recognition; Medieval Western Manuscripts; Paleography
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URL: https://doi.org/10.1007/978-3-030-86159-9_21
https://hal-enc.archives-ouvertes.fr/hal-03279602
https://hal-enc.archives-ouvertes.fr/hal-03279602/file/IWCP2021_Handling_Abreviations_ArXiv.pdf
https://hal-enc.archives-ouvertes.fr/hal-03279602/document
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Corpus and Models for Lemmatisation and POS-tagging of Classical French Theatre
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In: EISSN: 2416-5999 ; Journal of Data Mining and Digital Humanities ; https://halshs.archives-ouvertes.fr/halshs-02591388 ; Journal of Data Mining and Digital Humanities, Episciences.org, 2021, ⟨10.46298/jdmdh.6485⟩ (2021)
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Corpus and Models for Lemmatisation and POS-tagging of Old French
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In: https://halshs.archives-ouvertes.fr/halshs-03353125 ; 2021 (2021)
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SegmOnto ; SegmOnto: Un vocabulaire contrôlé pour décrire la page manuscrite et imprimée
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In: https://hal.archives-ouvertes.fr/hal-03481089 ; 2021 (2021)
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Guidelines for linguistic annotation of modern French (16th-18th c.) ; Manuel d'annotation linguistique pour le français moderne (XVIe -XVIIIe siècles)
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In: https://hal.archives-ouvertes.fr/hal-02571190 ; 2020 (2020)
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Standardizing linguistic data: method and tools for annotating (pre-orthographic) French ; Standardiser les données linguistiques: méthodes et outils pour l'annotation du français (pré-orthographique)
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In: Proceedings of the 2nd International Digital Tools & Uses Congress (DTUC '20) ; https://hal.archives-ouvertes.fr/hal-03018381 ; Proceedings of the 2nd International Digital Tools & Uses Congress (DTUC '20), Oct 2020, Hammamet, Tunisia. ⟨10.1145/3423603.3423996⟩ (2020)
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