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The NLP4NLP Corpus (II): 50 Years of Research in Speech and Language Processing
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In: ISSN: 2504-0537 ; EISSN: 2504-0537 ; Frontiers in Research Metrics and Analytics ; https://hal.archives-ouvertes.fr/hal-02413749 ; Frontiers in Research Metrics and Analytics, Frontiers Media, 2019, 3, pp.1-30 (2019)
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Speculation and negation detection in french biomedical corpora
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In: RANLP 2019 - Recent Advances in Natural Language Processing ; https://hal.archives-ouvertes.fr/hal-02284444 ; RANLP 2019 - Recent Advances in Natural Language Processing, Sep 2019, Varna, Bulgaria. pp.1-10 (2019)
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Redonner du sens à l’accord interannotateurs : vers une interprétation des mesures d’accord en termes de reproductibilité de l’annotation
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In: ISSN: 1248-9433 ; EISSN: 1965-0906 ; Revue TAL ; https://hal.archives-ouvertes.fr/hal-02375240 ; Revue TAL, ATALA (Association pour le Traitement Automatique des Langues), 2019, 60 (2), pp.23 (2019)
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RL extraction of syntax-based chunks for sentence compression
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In: ICANN 2019 ; https://hal.archives-ouvertes.fr/hal-02323821 ; ICANN 2019, Sep 2019, Munich, Germany. pp.337-347 (2019)
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French Levothyrox® Crisis: Retrospective Analysis of Social Media
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In: International Society of Pharmacovigilance ; https://hal.archives-ouvertes.fr/hal-02411632 ; International Society of Pharmacovigilance, Springer International Publishing, Oct 2019, Bogota, Colombia (2019)
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Using Whole Document Context in Neural Machine Translation
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In: 16th International Workshop on Spoken Language Translation 2019 ; https://hal.archives-ouvertes.fr/hal-02316397 ; 16th International Workshop on Spoken Language Translation 2019, Nov 2019, Hong-Kong, China (2019)
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The NLP4NLP Corpus (I): 50 Years of Publication, Collaboration and Citation in Speech and Language Processing
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In: ISSN: 2504-0537 ; EISSN: 2504-0537 ; Frontiers in Research Metrics and Analytics ; https://hal.archives-ouvertes.fr/hal-02413751 ; Frontiers in Research Metrics and Analytics, Frontiers Media, 2019, 3, pp.1-30 (2019)
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Arabic Language Processing: From Theory to Practice
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In: 7th International Conference, ICALP 2019 ; https://hal.archives-ouvertes.fr/hal-03044112 ; Kamel Smaïli. 7th International Conference, ICALP 2019, Oct 2019, Nancy, France. Springer, 2019, Arabic Language Processing: From Theory to Practice 7th International Conference, ICALP 2019, Nancy, France, October 16–17, 2019, Proceedings, 978-3-030-32959-4 ; https://www.springer.com/gp/book/9783030329587#aboutBook (2019)
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Convolutional Neural Networks in Predicting Missing Text in Arabic
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In: ISSN: 2158-107X ; EISSN: 2156-5570 ; International journal of advanced computer science and applications (IJACSA) ; https://hal.archives-ouvertes.fr/hal-02174614 ; International journal of advanced computer science and applications (IJACSA), The Science and Information Organization, 2019, 10 (6), ⟨10.14569/IJACSA.2019.0100668⟩ (2019)
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A Shallow Parsing Approach to Natural Language Queries of a Database
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Sign Language Video Analysis For Automatic Recognition and Detection
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In: 14th IEEE International Conference on Automatic Face and Gesture Recognition ; https://hal.archives-ouvertes.fr/hal-02146366 ; 14th IEEE International Conference on Automatic Face and Gesture Recognition, May 2019, Lille, France (2019)
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How OCR Performance can Impact on the Automatic Extraction of Dictionary Content Structures
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In: 19th annual Conference and Members’ Meeting of the Text Encoding Initiative Consortium (TEI) -What is text, really? TEI and beyond ; https://hal.archives-ouvertes.fr/hal-02263276 ; 19th annual Conference and Members’ Meeting of the Text Encoding Initiative Consortium (TEI) -What is text, really? TEI and beyond, Sep 2019, Graz, Austria (2019)
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Prediction of Missing Semantic Relations in Lexical-Semantic Network using Random Forest Classifier
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In: CJC PRAXILING 2019 ; https://hal.archives-ouvertes.fr/hal-02356649 ; CJC PRAXILING 2019, Nov 2019, Montpellier, France (2019)
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Abstract:
International audience ; This study focuses on the prediction of missing six semantic relations (such as is_a and has_part) between two given nodes in RezoJDM a French lexical-semantic network. The output of this prediction is a set of pairs in which the first entries are semantic relations and the second entries are the probabilities of existence of such relations. Due to the statement of the problem we choose the random forest (RF) predictor classifier approach to tackle this problem. We take for granted the existing semantic relations, for training/test dataset, gathered and validated by crowdsourcing. We describe how all of the mentioned ideas can be followed after using the node2vec approach in the feature extraction phase. We show how this approach can lead to acceptable results. ; Cette étude porte sur la prédiction de six relations sémantiques manquantes (telles que is_a et has_part) entre deux noeuds de RezoJDM, un réseau lexico-sémantique pour le français. Le résultat de cette prédiction est un ensemble de paires dans lesquelles les premières entrées sont des relations sémantiques et les secondes sont les probabilités d'existence de la relation. En raison de l'énoncé du problème, nous avons choisi d'utiliser un classifieur de forêt aléatoire pour le résoudre. Nous exploitons RezoJDM pour en extraire les relations sémantiques et construire nos données d'entraînement/test. Nous expliquons en quoi les idées développées peuvent être utilisées après l'utilisation de l'approche node2vec dans la phase de feature extraction. Nous montrons finalement comment cette approche conduit à des résultats prometteurs. Mots-clés. Apprentissage automatique, apprentissage supervisé, prédiction de relations sémantiques, classifieur de forêts aléatoires, réseau lexico-sémantique, traitement du langage naturel.
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Keyword:
[INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI]; [INFO.INFO-CL]Computer Science [cs]/Computation and Language [cs.CL]; [INFO.INFO-LG]Computer Science [cs]/Machine Learning [cs.LG]; Computational Semantics; Lexical-Semantic Network; Machine Learning; Natural Language Processing; Random Forest Classifier; Semantic Relation Prediction; Supervised Learning
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URL: https://hal.archives-ouvertes.fr/hal-02356649/file/paper_Cousot__Mirzapour_Ragheb_PRAXILING2019.pdf https://hal.archives-ouvertes.fr/hal-02356649/document https://hal.archives-ouvertes.fr/hal-02356649
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LMF Reloaded
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In: AsiaLex 2019: Past, Present and Future ; https://hal.inria.fr/hal-02118319 ; AsiaLex 2019: Past, Present and Future, Jun 2019, Istanbul, Turkey (2019)
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A computational account of virtual travelers in the Montagovian generative lexicon
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In: The Semantics of Dynamic Space in French ; https://hal.archives-ouvertes.fr/hal-02093536 ; Michel Aurnague; Dejan Stosic. The Semantics of Dynamic Space in French, John Benjamins, pp.407-450, 2019, Part IV. Formal and computational aspects of motion-based narrations, 9789027203205. ⟨10.1075/hcp.66.09lef⟩ ; https://benjamins.com/catalog/hcp.66.09lef (2019)
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Automatic recognition of Sign Language structures in RGB videos: the detection of pointing and lexical signs
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In: https://hal.archives-ouvertes.fr/hal-02146368 ; 2019 (2019)
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Language Documentation and Standards in Digital Humanities: TEI and the documentation of Mixtepec-Mixtec
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In: https://hal.inria.fr/hal-02004005 ; 2019 (2019)
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Optimization of a gesture representation network for Sign Language analysis
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In: https://hal.archives-ouvertes.fr/hal-02146369 ; 2019 (2019)
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Languages(s) of the SHUN-PAO, a Computational Linguistics account
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In: Proceedings of the 10th International Conference of Digital Archives and Digital Humanities ; 10th International Conference of Digital Archives and Digital Humanities ; https://hal.archives-ouvertes.fr/hal-02493546 ; 10th International Conference of Digital Archives and Digital Humanities, Dec 2019, Taipei, Taiwan (2019)
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