Publications
International conferences:
Imen Ben-Amor, Jean-François Bonastre, Salima Mdhaffar, Extraction of interpretable and shared speaker-specific speech attributes through binary auto-encoder
, Interspeech, 2024
Salima Mdhaffar, Fethi Bougares, Renato De Mori, Salah Zaiem, Mirco Ravaneli, Yannick Estève, TARIC-SLU: A Tunisian Benchmark Dataset For Spoken Language Understanding, LREC, 2024
Chloé Sekkat, Fanny Leroy, Salima Mdhaffar, Blake Perru Smith, Yannick Estève, Alice Couche, Sonos Voice Control Bias Assessment Dataset A Methodology fornDemographic Bias Assessment in Voice Assistants , LREC, 2024
[paper]
Antoine Laurent, Souhir Gahbiche, Ha Nguyen, Haroun Elleuch, Fethi Bougares, Antoine Thiol, Hugo Riguidel, Salima Mdhaffar, Gaëlle Laperrière, Lucas Maison, Sameer Khurana and Yannick Estève, ON-TRAC consortium systems for the IWSLT 2023 dialectal and low-resource speech translation tasks, ACL-IWSLT 2023
[paper]
Tuan Nguyen, Salima Mdhaffar, Natalia Tomashenko, Jean-François Bonastre, Yannick Estève, Federated learning for ASR based on wav2vec2.0, ICASSP 2023
[paper] [poster]
Salima Mdhaffar, Jarod Duret, Titouan Parcollet, Yannick Estève, End-to-end model for named entity recognition from speech without paired training data, Interspeech 2022
Salima Mdhaffar, Valentin Pelloin, Antoine Caubrière, Gaëlle Laperrière, Sahar Ghannay, Bassam Jabaian, Nathalie Camelin, Yannick Estève, Impact Analysis of the Use of Speech and Language Models Pretrained by Self-Supersivion for Spoken Language Understanding, LREC 2022
Gaëlle Laperrière, Valentin Pelloin, Antoine Caubrière, Salima Mdhaffar, Nathalie Camelin, Sahar Ghannay, Bassam Jabaian, Yannick Estève, The Spoken Language Understanding MEDIA Benchmark Dataset in the Era of Deep Learning: data updates, training and evaluation tools, LREC 2022
Salima Mdhaffar, Jean-François Bonastre, Marc Tommasi, Natalia Tomashenko, Yannick Estève. Retrieving speaker information from personalized acoustic models for speech recognition, ICASSP 2022
[paper] [slides] [poster] [video]
Natalia Tomashenko, Salima Mdhaffar, Marc Tommasi, Yannick Estève, Jean-François Bonastre. Privacy attacks for automatic speech recognition acoustic models in a Federated learning framework, ICASSP 2022
Solène Evain*, Ha Nguyen*, Hang Le*, Marcely Zanon Boito*, Salima Mdhaffar*, Sina Alisamir, Ziyi Tong*, Natalia Tomashenko*, Marco Dinarelli*, Titouan Parcollet*, Alexandre Allauzen, Yannick Estève, Benjamin Lecouteux, François Portet, Solange Rossato, Fabien Ringeval, Didier Schwab and Laurent Besacier. Task Agnostic and Task Specific Self-Supervised Learning from Speech with LeBenchmark, NeurIPS 2021 (*: equal contribution)
[paper]
Salima Mdhaffar, Marc Tommasi, Yannick Estève. Study on acoustic model personalization in a context of collaborative learning constrained by privacy preservation, SPECOM 2021
Sahar Ghannay, Antoine Caubrière, Salima Mdhaffar, Gaëlle Laperrière, Bassam Jabaian, Yannick Estève. Where are we in semantic concept extraction for Spoken Language Understanding, SPECOM 2021
Hang Le, Florentin Barbier, Ha Nguyen, Natalia Tomanshenko, Salima Mdhaffar, Souhir Gahbiche, Fethi Bougares, Benjamin Lecouteux, Didier Schwab, Yannick Estève. ON-TRAC systems for the IWSLT 2021 low-resource speech translation and multilingual speech translation shared tasks, ACL-IWSLT 2021
[paper]
Solène Evain*, Ha Nguyen*, Hang Le*, Marcely Zanon Boito*, Salima Mdhaffar*, Sina Alisamir, Ziyi Tong*, Natalia Tomashenko*, Marco Dinarelli*, Titouan Parcollet*, Alexandre Allauzen, Yannick Estève, Benjamin Lecouteux, François Portet, Solange Rossato, Fabien Ringeval, Didier Schwab and Laurent Besacier. LeBenchmark: A Reproducible Framework for Assessing Self-Supervised Representation Learning from Speech, Interspeech 2021 (*: equal contribution)
[paper]
Salima Mdhaffar, Yannick Estève, Antoine Laurent, Nicolas Hernandez, Richard Dufour, Delphine Charlet, Géraldine Damnati, Solen Quiniou, Nathalie Camelin. A Multimodal Educational Corpus of Oral Courses: Annotation, Analysis and Case Study, 12th edition of the Language Resources and Evaluation Conference, LREC 2020
[paper]
Salima Mdhaffar, Yannick Estève, Nicolas Hernandez, Antoine Laurent, Richard Dufour, Solen Quiniou. Qualitative Evaluation of ASR Adaptation in a Lecture Context: Application to the PASTEL Corpus, Interspeech 2019, Graz
Vincent Bettenfeld, Salima Mdhaffar, Christophe Choquet, Toffolon Claudine. Instrumentation of learning situation using automated speech transcription : A prototyping approach, 11th Int. Conf on Computer Supported Education (CSEDU 2019), May 2019, Heraklion, Crete, Greece
[paper]
Vincent Bettenfeld, Salima Mdhaffar, Christophe Choquet, Toffolon Claudine. Instrumentation of Classrooms Using Synchronous Speech Transcription, 13th European Conference on Technology Enhanced Learning, EC-TEL 2018, (Leeds, UK), September 3-5, 2018
[paper]
International workshops:
Salima Mdhaffar, Fethi Bougares, Yannick Estève, Lamia Belguith Hadrich. Sentiment Analysis of Tunisian Dialects: Linguistic Ressources and Experiments, Third Arabic Natural Language Processing Workshop (WANLP), Apr 2017, Valence, Spain
Journal:
Abir Masmoudi, Salima Mdhaffar, Rahma Sallemi, Lamia Hadrich Belguith. Automatic Diacritics Restoration for Tunisian Dialect, ACM Transactions on Asian and Low-Resource Language Information Processing, 2019
[paper]
National conferences:
Salima Mdhaffar, Jean-François Bonastre, Marc Tommasi, Natalia Tomashenko, Yannick Estève, Extraction d’informations liées au locuteur depuis un modèle acoustique personnalisé, JEP 2022, île de noirmoutier, France
Natalia Tomashenko, Salima Mdhaffar, Marc Tommasi, Yannick Estève, Jean-François Bonastre, Sur la vérification du locuteur à partir de traces d’exécution de modèles acoustiques personnalisés, JEP 2022, île de noirmoutier, France
Gaëlle Laperrière, Valentin Pelloin, Antoine Caubrière, Salima Mdhaffar, Nathalie Camelin, Sahar Ghannay, Bassam Jabaian, Yannick Estève, Le benchmark MEDIA revisité : données, outils et évaluation dans un contexte d’apprentissage profond, JEP 2022, île de noirmoutier, France
[paper] [poster]
Hang Le, Sina Alisamir, Marco Dinarelli, Fabien Ringeval, Solène Evain, Ha Nguyen, Marcely Zanon Boito, Salima Mdhaffar, Ziyi Tong, Natalia Tomashenko, Titouan Parcollet, Alexandre Allauzen, Yannick Estève, Benjamin Lecouteux, François Portet, Solange Rossato, Didier Schwab and Laurent Besacier, LeBenchmark, un référentiel d’évaluation pour le français oral, JEP 2022, île de noirmoutier, France
Solène Evain, Ha Nguyen, Hang Le, Marcely Zanon Boito, Salima Mdhaffar, Sina Alisamir, Ziyi Tong, Natalia Tomashenko, Marco Dinarelli, Titouan Parcollet, Alexandre Allauzen, Yannick Estève, Benjamin Lecouteux, François Portet, Solange Rossato, Fabien Ringeval, Didier Schwab and Laurent Besacier, Modèles neuronaux pré-appris par auto-supervision sur des enregistrements de parole en français, JEP 2022, île de noirmoutier, France
[paper] [slides]
Salima Mdhaffar, Antoine Laurent, Yannick Estève. Etude de performance des réseaux neuronaux récurrents dans le cadre de la campagne d'évaluation Multi-Genre Broadcast challenge 3 (MGB3) , XXXIIe Journées d'Etudes sur la Parole (JEP 2018), Jun 2018, Aix-en-Provence, France
[paper] [poster]
Salima Mdhaffar, Yannick Estève, Nicolas Hernandez, Antoine Laurent, Solen Quiniou. Apport de l'adaptation automatique des modèles de langage pour la reconnaissance de la parole: évaluation qualitative extrinsèque dans un contexte de traitement de cours magistraux, TALN, Jul 2019, Toulouse, France
[paper] [poster]
Salima Mdhaffar, Antoine Laurent, Yannick Estève. Le corpus PASTEL pour le traitement automatique de cours magistraux, 25e conférence sur le Traitement Automatique des Langues Naturelles (TALN 2018), May 2018, Rennes, France
[paper] [poster]
Thesis:
Salima Mdhaffar, Reconnaissance de la parole dans un contexte de cours magistraux: évaluation, avancées et enrichissement, Le Mans Université
[thesis] [slides]