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Integrating a Phrase Structure Corpus Grammar and a Lexical-Semantic Network: the HOLINET Knowledge Graph
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In: Proceedings of LREC 2022 ; https://hal-amu.archives-ouvertes.fr/hal-03655636 ; Proceedings of LREC 2022, Jun 2022, Marseille, France (2022)
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VEREINDEUTIGUNG ZUR KLASSIFIZIERUNG LEXIKALISCHER OBJEKTE ; DISAMBIGUATION FOR THE CLASSIFICATION OF LEXICAL ITEMS ; DÉSAMBÏGUISATION POUR LA CLASSIFICATION DE LEXÈMES
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In: https://hal.archives-ouvertes.fr/hal-03598242 ; France, Patent n° : EP3937059A1. 2022 (2022)
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SARS-CoV-2 diagnosis using medical imaging techniques and artificial intelligence: A review
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In: ISSN: 0899-7071 ; Clinical Imaging ; https://hal.archives-ouvertes.fr/hal-03178494 ; Clinical Imaging, Elsevier, 2021, 76, pp.6-14. ⟨10.1016/j.clinimag.2021.01.019⟩ (2021)
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A Neural Approach for Detecting Morphological Analogies
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In: The 8th IEEE International Conference on Data Science and Advanced Analytics (DSAA) ; https://hal.inria.fr/hal-03313556 ; The 8th IEEE International Conference on Data Science and Advanced Analytics (DSAA), Oct 2021, Porto/Online, Portugal (2021)
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ASTERYX : A model-Agnostic SaT-basEd appRoach for sYmbolic and score-based eXplanations
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In: CIKM '21: The 30th ACM International Conference on Information and Knowledge Management ; https://hal.archives-ouvertes.fr/hal-03614106 ; CIKM '21: The 30th ACM International Conference on Information and Knowledge Management, Nov 2021, Virtual Event Queensland Australia, Australia. pp.120-129, ⟨10.1145/3459637.3482321⟩ ; https://www.cikm2021.org/ (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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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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GeSERA: General-domain Summary Evaluation by Relevance Analysis
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In: RANLP 2021 Recent Advances in Natural Language Processing ; https://hal-cnrs.archives-ouvertes.fr/hal-03408902 ; RANLP 2021 Recent Advances in Natural Language Processing, Sep 2021, Online, Bulgaria (2021)
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A lexical approach for identifying behavioral action sequences
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In: https://hal.archives-ouvertes.fr/hal-03334730 ; 2021 (2021)
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“Motherese” Prosody in Fetal-Directed Speech: An Exploratory Study Using Automatic Social Signal Processing
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In: ISSN: 1664-1078 ; Frontiers in Psychology ; https://hal.sorbonne-universite.fr/hal-03184038 ; Frontiers in Psychology, Frontiers, 2021, 12, ⟨10.3389/fpsyg.2021.646170⟩ (2021)
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Management support system and group planning in continuing education ; Système d’aide à la gestion et planification de groupe en formation continue
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In: https://hal.archives-ouvertes.fr/tel-03557025 ; Environnements Informatiques pour l'Apprentissage Humain. Université de Lille, CRIStAL UMR 9189, 2021. Français (2021)
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Extraction of Narrative Structure from TV Series ; Extraction de la structure narrative de séries TV
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In: https://halshs.archives-ouvertes.fr/tel-03474054 ; Linguistics. Université Paris-Saclay/Université Paris-Sud; LISN; CNRS, 2021. English (2021)
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Unsupervised Learning of Intuitive Physics from Videos ; Apprentissage non-supervisé de la physique intuitive
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In: https://hal.archives-ouvertes.fr/tel-03530321 ; Artificial Intelligence [cs.AI]. Ecole Normale Superieure de Paris - ENS Paris, 2021. English (2021)
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Probing for Bridging Inference in Transformer Language Models
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In: NAACL 2021 - Annual Conference of the North American Chapter of the Association for Computational Linguistics ; https://hal.inria.fr/hal-03284110 ; NAACL 2021 - Annual Conference of the North American Chapter of the Association for Computational Linguistics, Jun 2021, Online Conference, Mexico (2021)
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On the use of Self-supervised Pre-trained Acoustic and Linguistic Features for Continuous Speech Emotion Recognition
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In: IEEE Spoken Language Technology Workshop ; https://hal.archives-ouvertes.fr/hal-03003469 ; IEEE Spoken Language Technology Workshop, Jan 2021, Virtual, China (2021)
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Abstract:
Accepted in IEEE SLT 2021 ; International audience ; Pre-training for feature extraction is an increasingly studied approach to get better continuous representations of audio and text content. In the present work, we use wav2vec and camemBERT as self-supervised learned models to represent our data in order to perform continuous emotion recognition from speech (SER) on AlloSat, a large French emotional database describing the satisfaction dimension, and on the state of the art corpus SEWA focusing on valence, arousal and liking dimensions. To the authors' knowledge, this paper presents the first study showing that the joint use of wav2vec and BERT-like pre-trained features is very relevant to deal with continuous SER task, usually characterized by a small amount of labeled training data. Evaluated by the well-known concordance correlation coefficient (CCC), our experiments show that we can reach a CCC value of 0.825 instead of 0.592 when using MFCC in conjunction with word2vec word embedding on the AlloSat dataset.
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Keyword:
[INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI]; [INFO.INFO-NE]Computer Science [cs]/Neural and Evolutionary Computing [cs.NE]; [INFO]Computer Science [cs]; CamemBERT; Continuous Speech Emotion Recognition; Pre-trained feature extraction; Wav2vec
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URL: https://hal.archives-ouvertes.fr/hal-03003469/document
https://hal.archives-ouvertes.fr/hal-03003469/file/2011.09212.pdf
https://hal.archives-ouvertes.fr/hal-03003469
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Evaluation of Speaker Anonymization on Emotional Speech
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In: 1st ISCA Symposium on Security and Privacy in Speech Communication ; https://hal.inria.fr/hal-03377797 ; 1st ISCA Symposium on Security and Privacy in Speech Communication, Nov 2021, Virtual, Germany (2021)
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Grounding Spatio-Temporal Language with Transformers
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In: NeurIPS 2021 - 35th Conference on Neural Information Processing Systems ; https://hal.archives-ouvertes.fr/hal-03439096 ; NeurIPS 2021 - 35th Conference on Neural Information Processing Systems, Dec 2021, Virtuel, France (2021)
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Investigating the Impact of Gender Representation in ASR Training Data: a Case Study on Librispeech
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In: Proceedings of the 3rd Workshop on Gender Bias in Natural Language Processing ; 3rd Workshop on Gender Bias in Natural Language Processing ; https://hal.univ-grenoble-alpes.fr/hal-03472117 ; 3rd Workshop on Gender Bias in Natural Language Processing, Aug 2021, Online, France. pp.86-92, ⟨10.18653/v1/2021.gebnlp-1.10⟩ (2021)
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Deep Learning Enhanced with Graph Knowledge for Sentiment Analysis
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In: 6th International Workshop on eXplainable SENTIment Mining and EmotioN deTection co-located with 18th Extended Semantic Web Conference 2021 (X-SENTIMENT 2021) ; https://hal.archives-ouvertes.fr/hal-03558933 ; 6th International Workshop on eXplainable SENTIment Mining and EmotioN deTection co-located with 18th Extended Semantic Web Conference 2021 (X-SENTIMENT 2021), Jun 2021, Hersonissos, Greece. pp.74-86 ; http://ceur-ws.org/Vol-2918/ (2021)
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