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Stratégie Multitâche pour la Classification Multiclasse
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In: à paraître : Actes de la 28e Conférence sur le Traitement Automatique des Langues Naturelles. Volume 1 : conférence principale ; Traitement Automatique des Langues Naturelles (TALN 2021) ; https://hal.archives-ouvertes.fr/hal-03265870 ; Traitement Automatique des Langues Naturelles (TALN 2021), 2021, Lille, France. pp.227-236 ; https://talnrecital2021.inria.fr/articles-acceptes/ (2021)
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Understanding Feature Focus in Multitask Settings for Lexico-semantic Relation Identification
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In: à paraître ; Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (ACL-IJCNLP 2021) ; https://hal.archives-ouvertes.fr/hal-03220236 ; Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (ACL-IJCNLP 2021), ACL : Association for Computational Linguistics; Asian Federation of Natural Language Processing, Aug 2021, Bangkok (complete virtual format), Thailand ; https://2021.aclweb.org/ (2021)
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Patch-based Identification of Lexical Semantic Relations
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In: 42nd European Conference on Information Retrieval (ECIR) ; https://hal.archives-ouvertes.fr/hal-02400661 ; 42nd European Conference on Information Retrieval (ECIR), 2020, Lisbon, Portugal (2020)
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Model-driven Web Page Segmentation for Non Visual Access
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In: 16th International Conference of the Pacific Association for Computational Linguistics (PACLING 2019) ; https://hal.archives-ouvertes.fr/hal-02309612 ; 16th International Conference of the Pacific Association for Computational Linguistics (PACLING 2019), Oct 2019, Hanoï City, Vietnam (2019)
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Concurrent Learning of Semantic Relations ...
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Abstract:
Discovering whether words are semantically related and identifying the specific semantic relation that holds between them is of crucial importance for NLP as it is essential for tasks like query expansion in IR. Within this context, different methodologies have been proposed that either exclusively focus on a single lexical relation (e.g. hypernymy vs. random) or learn specific classifiers capable of identifying multiple semantic relations (e.g. hypernymy vs. synonymy vs. random). In this paper, we propose another way to look at the problem that relies on the multi-task learning paradigm. In particular, we want to study whether the learning process of a given semantic relation (e.g. hypernymy) can be improved by the concurrent learning of another semantic relation (e.g. co-hyponymy). Within this context, we particularly examine the benefits of semi-supervised learning where the training of a prediction function is performed over few labeled data jointly with many unlabeled ones. Preliminary results based on ... : 10 pages ...
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Keyword:
Computation and Language cs.CL; FOS Computer and information sciences
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URL: https://arxiv.org/abs/1807.10076
https://dx.doi.org/10.48550/arxiv.1807.10076
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| 7 |
Identifying Temporal Orientation of Word Senses Based on Minimum Cuts
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In: The 20th SIGNLL Conference on Computational Natural Language Learning (CoNLL 2016) ; https://hal.archives-ouvertes.fr/hal-01702812 ; The 20th SIGNLL Conference on Computational Natural Language Learning (CoNLL 2016), Aug 2016, Berlin, Germany. pp.22 - 30 (2016)
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| 8 |
Identifying temporality of word senses based on minimum cuts
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In: Hasanuzzaman, Mohammed orcid:0000-0003-1838-0091 , Dias, Gaël, Ferrari, Stéphane, Mathet, Yann and Way, Andy orcid:0000-0001-5736-5930 (2016) Identifying temporality of word senses based on minimum cuts. In: CoNLL 2016:The SIGNLL Conference on Computational Natural Language Learning, 11-12 Aug 2016, Berlin, Germany. ISBN 978-1-945626-19-7 (2016)
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| 9 |
Learning Pretopological Spaces for Lexical Taxonomy Acquisition
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In: European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases ; https://hal.archives-ouvertes.fr/hal-01163702 ; European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Sep 2015, Porto, Portugal (2015)
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| 10 |
QASSIT: A Pretopological Framework for the Automatic Construction of Lexical Taxonomies from Raw Texts
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In: International Workshop on Semantic Evaluation (SEMEVAL 2015) ; https://hal.archives-ouvertes.fr/hal-01144344 ; International Workshop on Semantic Evaluation (SEMEVAL 2015), 2015, Denver, United States (2015)
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| 11 |
Propagation Strategies for Building Temporal Ontologies
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In: 14th Conference of the European Chapter of the Association for Computational Linguistics ; https://hal.archives-ouvertes.fr/hal-01074969 ; 14th Conference of the European Chapter of the Association for Computational Linguistics, Apr 2014, Gotenburg, Sweden. pp.PP6-11 (2014)
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| 12 |
A Hybrid Segmentation of Web Pages for Vibro-Tactile Access on Touch-Screen Devices
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In: 3rd Workshop on Vision and Language (VL 2014) associated to 25th International Conference on Computational Linguistics (COLING 2014) ; https://hal.archives-ouvertes.fr/hal-01076613 ; 3rd Workshop on Vision and Language (VL 2014) associated to 25th International Conference on Computational Linguistics (COLING 2014), Aug 2014, dublin, Ireland. pp.95 - 102 (2014)
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Multi-Objective Search Results Clustering
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In: 25th International Conference on Computational Linguistics (COLING 2014) ; https://hal.archives-ouvertes.fr/hal-01077207 ; 25th International Conference on Computational Linguistics (COLING 2014), Aug 2014, dublin, Ireland. pp.99 - 108 (2014)
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Easy Web Search Results Clustering: When Baselines Can Reach State-of-the-Art Algorithms
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In: 14th Conference of the European Chapter of the Association for Computational Linguistics ; https://hal.archives-ouvertes.fr/hal-01076535 ; 14th Conference of the European Chapter of the Association for Computational Linguistics, Apr 2014, Gotenburg, Sweden (2014)
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Post-Retrieval Clustering Using Third-Order Similarity Measures
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In: Annual Meeting of the Association for Computational Linguistics (ACL 2013) ; https://hal.archives-ouvertes.fr/hal-00931263 ; Annual Meeting of the Association for Computational Linguistics (ACL 2013), Aug 2013, Sofia, Bulgaria. pp.153-158 (2013)
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Changing with time:modelling and detecting user lifecycle periods in online community platforms
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| 17 |
Exploitation de l'Asymétrie entre Termes pour l'Extraction Automatique de Taxonomies à partir de Textes.
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In: 12th Conférence Internationale Francophone sur l'Extraction et la Gestion de Connaissance (EGC 2012). ; https://hal.archives-ouvertes.fr/hal-01071621 ; 12th Conférence Internationale Francophone sur l'Extraction et la Gestion de Connaissance (EGC 2012)., Jan 2012, Bordeaux, France. pp.345-356 (2012)
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| 18 |
Transverse Subjectivity Classification
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In: Proceeding WISDOM '12 Proceedings of the First International Workshop on Issues of Sentiment Discovery and Opinion Mining ; WISDOM '12 Proceedings of the First International Workshop on Issues of Sentiment Discovery and Opinion Mining ; https://hal.archives-ouvertes.fr/hal-01071169 ; WISDOM '12 Proceedings of the First International Workshop on Issues of Sentiment Discovery and Opinion Mining, Aug 2012, pekin, China. ⟨10.1145/2346676.2346679⟩ (2012)
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| 19 |
A pretopological framework for the automatic construction of lexical-semantic structures from texts
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In: Proceedings of the 20th ACM international Conference on Information and Knowledge Management ; CIKM 2011 ; https://hal.archives-ouvertes.fr/hal-00825232 ; CIKM 2011, Oct 2011, Glasgow, United Kingdom. pp.2453-2456, ⟨10.1145/2063576.2063990⟩ (2011)
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| 20 |
Acquisition de structures lexico-sémantiques à partir de textes : un nouveau cadre de travail fondé sur une structuration prétopologique
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In: Actes de la 11ème Conférence Internationale Francophone sur l'Extraction et la Gestion des Connaissances ; EGC ; https://hal.archives-ouvertes.fr/hal-00605405 ; EGC, Jan 2011, Brest, France. pp.107-118 (2011)
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