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Picturing Questions and Answers - a formal approach to SLAM
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In: (In)coherence of discourse - Formal and Conceptual issues of Language ; https://hal.inria.fr/hal-02269631 ; Amblard, Maxime; Musiol, Michel; Rebuschi, Manuel. (In)coherence of discourse - Formal and Conceptual issues of Language, Springer, 2021, (In)coherence of discourse Formal and Conceptual issues of Language (2021)
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SPPAS - the automatic annotation and analysis of speech (version 4.1)
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In: https://hal.archives-ouvertes.fr/hal-01414600 ; 2021 (2021)
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Grounding Language to Autonomously-Acquired Skills via Goal Generation
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In: ICLR 2021 - Ninth International Conference on Learning Representation ; https://hal.inria.fr/hal-03121146 ; ICLR 2021 - Ninth International Conference on Learning Representation, May 2021, Vienna / Virtual, Austria (2021)
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An Extension to Scenarios to Deal with Business Cases for the Decision-Making Processes in the Agribusiness Domain
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In: Agriculture Value Chain - Challenges and Trends in Academia and Industry ; https://hal.archives-ouvertes.fr/hal-03176948 ; Agriculture Value Chain - Challenges and Trends in Academia and Industry, 280, Springer, pp.35-50, 2021, Studies in Systems, Decision and Control book series (SSDC), 978-3-030-51046-6. ⟨10.1007/978-3-030-51047-3_3⟩ ; https://link.springer.com/chapter/10.1007%2F978-3-030-51047-3_3 (2021)
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Jira: a Kurdish Speech Recognition System Designing and Building Speech Corpus and Pronunciation Lexicon
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In: https://hal.archives-ouvertes.fr/hal-03140680 ; 2021 (2021)
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Towards alignment strategies in human-agent interactions based on measures of lexical repetitions
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In: ISSN: 1574-020X ; EISSN: 1574-0218 ; Language Resources and Evaluation ; https://hal.archives-ouvertes.fr/hal-03147824 ; Language Resources and Evaluation, Springer Verlag, 2021, 55 (2), pp.353-388. ⟨10.1007/s10579-021-09532-w⟩ ; https://link.springer.com/journal/10579/volumes-and-issues/55-2 (2021)
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Towards alignment strategies in human-agent interactions based on measures of lexical repetitions
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In: ISSN: 1574-020X ; EISSN: 1572-8412 ; Language Resources and Evaluation ; https://hal.archives-ouvertes.fr/hal-03147824 ; Language Resources and Evaluation, Springer Verlag, 2021, ⟨10.1007/s10579-021-09532-w⟩ (2021)
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A Knowledge Compilation Map for Conditional Preference Statements-based Languages
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In: Proceedings of the 20th International Conference on Autonomous Agents and Multiagent Systems ; 20th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2021) ; https://hal.archives-ouvertes.fr/hal-03160469 ; 20th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2021), International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS), May 2021, Londres (virtual), United Kingdom ; https://aamas2021.soton.ac.uk/ (2021)
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A dataset for automatic detection of places in (early) modern French texts ; Un jeu de données pour la détection automatique de lieux dans les textes français modernes
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In: NASSCFL 2021 - 50th Annual North American Society for Seventeenth-Century French Literature Conference ; https://hal.archives-ouvertes.fr/hal-03187097 ; NASSCFL 2021 - 50th Annual North American Society for Seventeenth-Century French Literature Conference, NASSCFL, May 2021, Iowa City / Virtual, United States. pp.5 (2021)
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État de l'art du changement sémantique à partir de plongements contextualisés
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In: COnférence en Recherche d'Informations et Applications - CORIA 2021, French Information Retrieval Conference ; https://hal.archives-ouvertes.fr/hal-03320337 ; COnférence en Recherche d'Informations et Applications - CORIA 2021, French Information Retrieval Conference, Apr 2021, Grenoble (virtuel), France (2021)
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A Knowledge Compilation Map for Conditional Preference Statements-based Languages
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In: https://hal.archives-ouvertes.fr/hal-03133187 ; [Research Report] IRIT/RR--2021--02--FR, Institut de Recherche en Informatique de Toulouse (CNRS : UMR5505; INPT de Toulouse; Universités de Toulouse I, II et III). 2021 (2021)
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Sentiment Analysis of Arabic Documents
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In: Natural Language Processing for Global and Local Business ; https://hal.archives-ouvertes.fr/hal-03124729 ; Fatih Pinarbasi; M. Nurdan Taskiran. Natural Language Processing for Global and Local Business, pp.307-331, 2021, 9781799842408. ⟨10.4018/978-1-7998-4240-8.ch013⟩ ; https://www.igi-global.com/ (2021)
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Emotionally Informed Hate Speech Detection: A Multi-target Perspective
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In: ISSN: 1866-9956 ; EISSN: 1866-9964 ; Cognitive Computation ; https://hal.archives-ouvertes.fr/hal-03275549 ; Cognitive Computation, Springer, 2021, 13 (4), ⟨10.1007/s12559-021-09862-5⟩ ; https://link.springer.com/article/10.1007%2Fs12559-021-09862-5 (2021)
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On Refining BERT Contextualized Embeddings using Semantic Lexicons
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In: Machine Learning with Symbolic Methods and Knowledge Graphs co-located with European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2021) ; https://hal.archives-ouvertes.fr/hal-03318571 ; Machine Learning with Symbolic Methods and Knowledge Graphs co-located with European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2021), Sep 2021, Online, Spain (2021)
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Extracting Relations in Texts with Concepts of Neighbours
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In: International Conference In Formal Concepts Analysis ; https://hal.inria.fr/hal-03531335 ; International Conference In Formal Concepts Analysis, Jun 2021, Strasbourg, France (2021)
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Disentangling Syntax and Semantics in the Brain with Deep Networks
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In: ICML 2021 - 38th International Conference on Machine Learning ; https://hal.archives-ouvertes.fr/hal-03361421 ; ICML 2021 - 38th International Conference on Machine Learning, Jul 2021, Online conference, France (2021)
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Abstract:
International audience ; The activations of language transformers like GPT-2 have been shown to linearly map onto brain activity during speech comprehension. However, the nature of these activations remains largely unknown and presumably conflate distinct linguistic classes. Here, we propose a taxonomy to factorize the high-dimensional activations of language models into four combinatorial classes: lexical, compositional, syntactic, and semantic representations. We then introduce a statistical method to decompose, through the lens of GPT-2's activations, the brain activity of 345 subjects recorded with functional magnetic resonance imaging (fMRI) during the listening of 4.6 hours of narrated text. The results highlight two findings. First, compositional representations recruit a more widespread cortical network than lexical ones, and encompass the bilateral temporal, parietal and prefrontal cortices. Second, contrary to previous claims, syntax and semantics are not associated with separated modules, but, instead, appear to share a common and distributed neural substrate. Overall, this study introduces a versatile framework to isolate, in the brain activity, the distributed representations of linguistic constructs.
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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]; [SCCO.NEUR]Cognitive science/Neuroscience
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URL: https://hal.archives-ouvertes.fr/hal-03361421/document https://hal.archives-ouvertes.fr/hal-03361421/file/Narratives_Syntax_semantics.pdf https://hal.archives-ouvertes.fr/hal-03361421
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A 3-phase approach based on sequential mining and dependency parsing for enhancing hypernym patterns performance
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In: ISSN: 0269-8889 ; EISSN: 1469-8005 ; Knowledge Engineering Review ; https://hal.archives-ouvertes.fr/hal-03502370 ; Knowledge Engineering Review, Cambridge University Press (CUP), 2021, 36, ⟨10.1017/S0269888921000126⟩ (2021)
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Linking an Abstract Corpus Grammar to a Lexical Semantic Network
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In: https://hal.archives-ouvertes.fr/hal-03552630 ; [Research Report] Laboratoire Parole et Langage – Université d’Aix-Marseille. 2021 (2021)
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Coupler syntaxe et sémantique dans une même base de connaissances linguistiques
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In: https://hal.archives-ouvertes.fr/hal-03552622 ; [Rapport de recherche] Laboratoire Parole et Langage – Université d’Aix-Marseille. 2021 (2021)
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Multi-instance learning of pretopological spaces to model complex propagation phenomena: Application to lexical taxonomy learning
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In: ISSN: 0004-3702 ; Artificial Intelligence ; https://hal.archives-ouvertes.fr/hal-03339848 ; Artificial Intelligence, Elsevier, 2021 (2021)
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