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Unsupervised relation extraction from scientific texts using self-organizing maps
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In: Actes du 1er Atelier sur l' Extraction et la Modélisation de Connaissances à partir de textes scientifiques, plateforme PFIA 2017 ; 1er Atelier sur l' Extraction et la Modélisation de Connaissances à partir de textes scientifiques, associé à PFIA 2017 (EMC-Sci 2017) ; https://hal.archives-ouvertes.fr/hal-01913664 ; 1er Atelier sur l' Extraction et la Modélisation de Connaissances à partir de textes scientifiques, associé à PFIA 2017 (EMC-Sci 2017), Jul 2017, Caen, France. pp.25-32 (2017)
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A Distant Learning Approach for Extracting Hypernym Relations from Wikipedia Disambiguation Pages
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In: Procedia Computer Science - Vol. 112 - 2017 ; 21st International Conference on Knowledge-Based and Intelligent Information & Engineering Systems (KES 2017) ; https://hal.archives-ouvertes.fr/hal-01919073 ; 21st International Conference on Knowledge-Based and Intelligent Information & Engineering Systems (KES 2017), Sep 2017, Marseille, France. pp.1764-1773 (2017)
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Extraction de relations d'hyperonymie à partir de Wikipédia
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In: Actes de la conférence conjointe JEP-TALN-RECITAL 2016 : volume3 RECITAL ; 18èmes Rencontres des Étudiants Chercheurs en Informatique pour le Traitement Automatique des Langues, partie de la conférence conjointe JEP-TALN-RECITAL 2016 ; https://hal.archives-ouvertes.fr/hal-01873749 ; 18èmes Rencontres des Étudiants Chercheurs en Informatique pour le Traitement Automatique des Langues, partie de la conférence conjointe JEP-TALN-RECITAL 2016, Jul 2016, Paris, France. pp. 40-51 (2016)
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A Supervised Approach for Enriching the Relational Structure of Frame Semantics in FrameNet
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In: Proceedings of COLING 2016 ; 26th International Conference on Computational Linguistics (COLING 2016) ; https://hal.archives-ouvertes.fr/hal-01709130 ; 26th International Conference on Computational Linguistics (COLING 2016), Dec 2016, Osaka, Japan. pp. 3542-3552 (2016)
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Using Domain Ontologies for Classification and Semantic Interpretation of Documents
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In: Proceedings of ALLDATA 2016 ; International Workshop on Knowledge Extraction and Semantic Annotation (KESA 2016) in ALLDATA 2016 : 2nd International Conference on Big Data, Small Data, Linked Data and Open Data ; https://hal.archives-ouvertes.fr/hal-01535945 ; International Workshop on Knowledge Extraction and Semantic Annotation (KESA 2016) in ALLDATA 2016 : 2nd International Conference on Big Data, Small Data, Linked Data and Open Data, Feb 2016, Lisbon, Portugal. pp. 76-81 (2016)
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A plea for complex categories in ontologies
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In: ISSN: 1570-5838 ; EISSN: 1875-8533 ; Applied Ontology ; https://hal.archives-ouvertes.fr/hal-01567016 ; Applied Ontology, IOS Press, 2015, vol. 10 (n° 3-4), pp. 285-296. ⟨10.3233/AO-150156⟩ (2015)
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Distributional semantics for ontology verification
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In: Proceedings of the 4th Joint Conference on Lexical and Computational Semantics ; 4th Joint Conference on Lexical and Computational Semantics (SEM 2015) ; https://hal.archives-ouvertes.fr/hal-01343043 ; 4th Joint Conference on Lexical and Computational Semantics (SEM 2015), Jun 2015, Denver, Colorado, United States. pp. 30-39 (2015)
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Discovering Hypernymy Relations using Text Layout
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In: Proceedings of the 4th Joint Conference on Lexical and Computational Semantics ; 4th Joint Conference on Lexical and Computational Semantics (SEM 2015) ; https://hal.archives-ouvertes.fr/hal-01379488 ; 4th Joint Conference on Lexical and Computational Semantics (SEM 2015), Jun 2015, Denver, Colorado, United States. pp. 249-258 (2015)
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Abstract:
International audience ; Hypernymy relation acquisition has been widely investigated, especially because taxonomies, which often constitute the backbone structure of semantic resources are structured using this type of relations. Although lots of approaches have been dedicated to this task, most of them analyze only the written text. However relations between not necessarily contiguous textual units can be expressed, thanks to typographical or dispositional markers. Such relations, which are out of reach of standard NLP tools, have been investigated in well specified layout contexts. Our aim is to improve the relation extraction task considering both the plain text and the layout. We are proposing here a method which combines layout, discourse and terminological analyses, and performs a structured prediction. We focused on textual structures which correspond to a well defined discourse structure and which often bear hypernymy relations. This type of structure encompasses titles and sub-titles, or enumerative structures. The results achieve a precision of about 60%.
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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]; [INFO.INFO-LO]Computer Science [cs]/Logic in Computer Science [cs.LO]; Linguistic
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URL: https://hal.archives-ouvertes.fr/hal-01379488 https://hal.archives-ouvertes.fr/hal-01379488/document https://hal.archives-ouvertes.fr/hal-01379488/file/fauconnnier_15271.pdf
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Trimming a consistent OWL knowledge base, relying on linguistic evidence
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In: IWCS Workshop: Language and Ontologies 2015 ; Workshop on Language and Ontologies, held at the 11th International Conference on Computational Semantics (IWCS 2015) ; https://hal.archives-ouvertes.fr/hal-01343041 ; Workshop on Language and Ontologies, held at the 11th International Conference on Computational Semantics (IWCS 2015), Apr 2015, London, United Kingdom. pp. 36-42 (2015)
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Towards a Contextual Pragmatic Model to Detect Irony in Tweets
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In: Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing Volume 2 ; 53rd Annual Meeting of the Association for Computational Linguistics (ACL 2015) ; https://hal.archives-ouvertes.fr/hal-01334719 ; 53rd Annual Meeting of the Association for Computational Linguistics (ACL 2015), Jul 2015, Beijing, China. pp.PP. 644-650, ⟨10.3115/v1/P15-2106⟩ (2015)
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OK or not OK? Commitments in acknowledgments and corrections
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In: Proceedings of SALT 25 ; 25th Conference Semantics and Linguistic Theory (SALT 2015) ; https://hal.archives-ouvertes.fr/hal-01530288 ; 25th Conference Semantics and Linguistic Theory (SALT 2015), May 2015, Stanford, CA, United States. pp. 595-614 (2015)
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Splitting Arabic Texts into Elementary Discourse Units
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In: ISSN: 1530-0226 ; ACM Transactions on Asian Language Information Processing ; https://hal.archives-ouvertes.fr/hal-01120621 ; ACM Transactions on Asian Language Information Processing, Association for Computing Machinery, 2014, vol. 13 (n° 2), pp. 1-23. ⟨10.1145/2601401⟩ (2014)
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Senso Comune as a Knowledge Base of Italian language: The Resource and its Development
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In: Proceedings of the First Italian Conference on Computational Linguistics CLiC-it 2014 ; First Italian Conference on Computational Linguistics - CLiC-it 2014 ; https://hal.archives-ouvertes.fr/hal-01134621 ; First Italian Conference on Computational Linguistics - CLiC-it 2014, Dec 2014, Pisa, Italy. pp. 93-97 (2014)
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Selectional Restrictions, Types and Categories
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In: ISSN: 1570-8683 ; Journal of Applied Logic ; https://hal.archives-ouvertes.fr/hal-01123735 ; Journal of Applied Logic, Elsevier, 2014, vol. 12 (n° 1), pp. 75-87. ⟨10.1016/j.jal.2013.08.002⟩ (2014)
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OntoEnrich: A Platform for the Lexical Analysis of Ontologies
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In: Knowledge Engineering and Knowledge Management ; 19th International Conference on Knowledge Engineering and Knowledge Management - EKAW 2014 Satellite Events (EKAW 2014) ; https://hal.archives-ouvertes.fr/hal-01363345 ; 19th International Conference on Knowledge Engineering and Knowledge Management - EKAW 2014 Satellite Events (EKAW 2014), Nov 2014, Linköping, Sweden. pp. 172-176 (2014)
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Extraction non supervisée de relations sémantiques lexicales
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In: Actes de congrès Traitement Automatique des Langues Naturelles ; Traitement Automatique des Langues Naturelles - TALN 2014 ; https://hal.archives-ouvertes.fr/hal-01135821 ; Traitement Automatique des Langues Naturelles - TALN 2014, Jul 2014, Marseille, France. pp. 244-255 (2014)
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Enriching the "Senso Comune" Platform with Automatically Acquired Data
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In: Proceedings of The International Conference of Language Resources and Evaluation Conference ; Language Resources and Evaluation Conference - LREC 2014 ; https://hal.archives-ouvertes.fr/hal-01138072 ; Language Resources and Evaluation Conference - LREC 2014, May 2014, Reykjavik, Iceland. pp. 2130-2137 (2014)
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Aligning an Italian WordNet with a lexicographic dictionary: Coping with limited data
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In: Proceedings of The Seventh Global WordNet Conference ; Global WordNet Conference - GWC 2014 ; https://hal.archives-ouvertes.fr/hal-01140354 ; Global WordNet Conference - GWC 2014, Jan 2014, Tartu, Estonia. pp. 290-298 (2014)
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Distributional analysis of copredication: towards distinguishing systematic polysemy from coercion
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In: CLiC-it 2014 and EVALITA 2014 Proceedings ; First Italian Conference on Computational Linguistics (CLiC-it) ; https://hal.archives-ouvertes.fr/hal-01154483 ; First Italian Conference on Computational Linguistics (CLiC-it), Dec 2014, Pisa, Italy. pp. 219-223 (2014)
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Détection automatique de la structure organisationnelle de documents à partir de marqueurs visuels et lexicaux
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In: Actes de la Conférence Traitement Automatique des Langues Naturelles ; Traitement Automatique des Langues Naturelles - 2014 ; https://hal.archives-ouvertes.fr/hal-01144178 ; Traitement Automatique des Langues Naturelles - 2014, Jul 2014, Marseille, France. pp. 340-351 (2014)
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