Sahar Ghannay

63
Documents

Présentation

Associate professort at LIMSI, CNRS, Université Paris-Saclay

Team: ILES

Email: sahar.ghannay@limsi.fr

Website: https://saharghannay.github.io

Short Bio

Sahar Ghannay is an associate professor at Université Paris-Saclay, in the CNRS, LISN research center, since September 2018.

She received a PhD in Computer Science from Le Mans University on Septembre 2017. Her thesis work is part of the ANR VERA (AdVanced ERror Analysis for speech recognition) project. During her PhD, she spent a few months as @ visiting researcher at Apple within the Siri Speech team.

As a postdoctoral researcher at LIUM, she worked on neural end-to-end systems for the detection of named entities, speech understanding, as part of the Chist-Era M2CR (Multimodal Multilingual Continuous Representation for Human Language Understanding) project.

Her research interests are representation learning and semantic information extraction from spoken and written language. More recently, her work has extended to multimodal representations, particularly through visual question answering and the development of multimodal corpora.

CV

Education

  • PHD in computer science, at LIUM, Le Mans université, 2017
  • MS in computer science, Le Mans université, 2013
  • BS in computer science, Le Mans université and université de sfax, 2011

Work Experience

  • 2018 - now: Associate Professort at LISN, CNRS, Université Paris-Saclay
  • 2017-2018: Post-doc at LIUM, Le Mans université
  • 2017 (4 moths): Internship at Apple within the Siri Speech team at Cupertino
  • April 2013-Sept. 2014: research engineer

Publications

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Publications

Has AlphaFold 3 achieved success for RNA?

Clément Bernard , Guillaume Postic , Sahar Ghannay , Fariza Tahi

Acta crystallographica Section D : Structural biology [1993-..], 2025, 81 (2), pp.49--62. ⟨10.1107/S2059798325000592⟩

Article dans une revue hal-04919467v1
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RNA-TorsionBERT: leveraging language models for RNA 3D torsion angles prediction

Clément Bernard , Guillaume Postic , Sahar Ghannay , Fariza Tahi

Bioinformatics, 2025, 41 (1), pp.btaf004. ⟨10.1093/bioinformatics/btaf004⟩

Article dans une revue hal-04911519v1

RNAdvisor 2: A unified platform for RNA 3D model quality assessment using metrics, scoring functions, and meta-metrics

Clément Bernard , Guillaume Postic , Sahar Ghannay , Fariza Tahi

Scientific Reports, 2025, 15 (1), pp.41487. ⟨10.1038/s41598-025-23326-y⟩

Article dans une revue hal-05452894v1
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State-of-the-RNArt: benchmarking current methods for RNA 3D structure prediction

Clément Bernard , Guillaume Postic , Sahar Ghannay , Fariza Tahi

NAR Genomics and Bioinformatics, 2024, Volume 6 (Issue 2), pp.lqae048. ⟨10.1101/2023.12.22.573067⟩

Article dans une revue hal-04437967v2
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RNAdvisor: a comprehensive benchmarking tool for the measure and prediction of RNA structural model quality

Clément Bernard , Guillaume Postic , Sahar Ghannay , Fariza Tahi

Briefings in Bioinformatics, 2024, Volume 25 (Issue 2), pp.bbae064. ⟨10.1101/2023.11.14.567018⟩

Article dans une revue hal-04437940v1
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Diart: A Python Library for Real-Time Speaker Diarization

Juan Manuel Coria , Hervé Bredin , Sahar Ghannay , Sophie Rosset , Khaled Zaouk et al.

Journal of Open Source Software, 2024, 9 (99), pp.5266. ⟨10.21105/joss.05266⟩

Article dans une revue hal-05530961v1
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A study of continuous space word and sentence representations applied to ASR error detection

Sahar Ghannay , Yannick Estève , Nathalie Camelin

Speech Communication, 2020

Article dans une revue hal-02501943v1
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Evaluating the Confidentiality of Synthetic Clinical Texts Generated by Language Models

Foucauld Estignard , Sahar Ghannay , Julien Girard-Satabin , Nicolas Hiebel , Aurélie Névéol

23rd International Conference on Artificial Intelligence in Medicine (AIME), Jun 2025, Pavie, Italy. pp.130-139, ⟨10.1007/978-3-031-95838-0_13⟩

Communication dans un congrès hal-05046326v2
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Entity-aware cross-modal pretraining for Knowledge-Based Visual Question Answering

Omar Adjali , Olivier Ferret , Sahar Ghannay , Hervé Le Borgne

European Conference on Information Retrieval (ECIR), Apr 2025, Lucca, Italy. pp.391-400, ⟨10.1007/978-3-031-88714-7_38⟩

Communication dans un congrès cea-04910767v1
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Génération augmentée de récupération multi-niveau pour répondre à des questions visuelles

Omar Adjali , Olivier Ferret , Sahar Ghannay , Hervé Le Borgne

20e Conférence en Recherche d’Information et Applications (CORIA) 32ème Conférence sur le Traitement Automatique des Langues Naturelles (TALN) 27ème Rencontre des Étudiants Chercheurs en Informatique pour le Traitement Automatique des Langues (RECITAL) Les 18e Rencontres Jeunes Chercheurs en RI (RJCRI), Jul 2025, Marseille, France. pp.128-130

Communication dans un congrès hal-05330645v1
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XAI for Gender Representation in Media Analysis

François Buet , Camille Guinaudeau , Cyril Grouin , Sahar Ghannay , Shin’ichi Satoh

2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2025), IEEE Signal Processing Society, Apr 2025, Hyderabad, India. pp.1-5, ⟨10.1109/ICASSP49660.2025.10888945⟩

Communication dans un congrès hal-05442625v1
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Détection des contaminations de LLM par extraction de données : une revue de littérature pratique

Pierre Lepagnol , Thomas Gerald , Sahar Ghannay , Christophe Servan , S. Rosset

20e Conférence en Recherche d’Information et Applications (CORIA) 32ème Conférence sur le Traitement Automatique des Langues Naturelles (TALN) 27ème Rencontre des Étudiants Chercheurs en Informatique pour le Traitement Automatique des Langues (RECITAL) Les 18e Rencontres Jeunes Chercheurs en RI (RJCRI), Jul 2025, Marseille, France. pp.233-251

Communication dans un congrès hal-05330614v1
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Leveraging Information Retrieval to Enhance Spoken Language Understanding Prompts in Few-Shot Learning

Pierre Lepagnol , Sahar Ghannay , Thomas Gerald , Christophe Servan , Sophie Rosset

Interspeech 2025, Aug 2025, Rotterdam, Netherlands. ⟨10.21437/Interspeech.2025-175⟩

Communication dans un congrès hal-05095796v1
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A dual task learning approach to fine-tune a multilingual semantic speech encoder for Spoken Language Understanding

Gaëlle Laperrière , Sahar Ghannay , Bassam Jabaian , Yannick Estève

Interspeech 2024, Sep 2024, Kos, Greece

Communication dans un congrès hal-04615074v1
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New Semantic Task for the French Spoken Language Understanding MEDIA Benchmark

Nadège Alavoine , Gaëlle Laperriere , Christophe Servan , Sahar Ghannay , Sophie Rosset

The 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024), May 2024, Torino, Italy. pp.12227-12246

Communication dans un congrès hal-04523286v1
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Les petits modèles sont bons : une étude empirique de classification dans un contexte zero-shot

Pierre Lepagnol , Thomas Gerald , Sahar Ghannay , Christophe Servan , Sophie Rosset

31ème Conférence sur le Traitement Automatique des Langues Naturelles (TALN 2024), Jul 2024, Toulouse, France. pp.113-129

Communication dans un congrès hal-04623012v2
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Nouvelle tâche sémantique pour le corpus de compréhension de parole en français MEDIA

Nadège Alavoine , Gaëlle Laperrière , Christophe Servan , Sahar Ghannay , Sophie Rosset

35èmes Journées d'Études sur la Parole (JEP 2024), Jul 2024, Toulouse, France. pp.470-480

Communication dans un congrès hal-04623097v1
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Small Language Models are Good Too: An Empirical Study of Zero-Shot Classification

Pierre Lepagnol , Thomas Gerald , Sahar Ghannay , Christophe Servan , Sophie Rosset

The 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024), May 2024, TURIN, Italy. pp.14923-14936

Communication dans un congrès hal-04519930v2
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Multi-Level Information Retrieval Augmented Generation for Knowledge-based Visual Question Answering

Omar Adjali , Olivier Ferret , Sahar Ghannay , Hervé Le Borgne

The 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP 2024), Nov 2024, Miami, United States. pp.16499-16513, ⟨10.18653/v1/2024.emnlp-main.922⟩

Communication dans un congrès hal-04852275v1
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mALBERT: Is a Compact Multilingual BERT Model Still Worth It?

Christophe Servan , Sahar Ghannay , Sophie Rosset

The 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024), May 2024, Torino, Italy. pp.11023-11029

Communication dans un congrès hal-04520797v1
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Utiliser l'explicabilité des modèles pour mettre en évidence les expressions genrées dans la parole

François Buet , Camille Guinaudeau , Cyril Grouin , Sahar Ghannay , Shin'Ichi Satoh

31ème Conférence sur le Traitement Automatique des Langues Naturelles (TALN 2024), Jul 2024, Toulouse, France. pp.695-707

Communication dans un congrès hal-04623052v1
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Projet Gender Equality Monitor (GEM)

Gilles Adda , François Buet , Sahar Ghannay , Cyril Grouin , Camille Guinaudeau et al.

CORIA-TALN 2023 30e Conférence sur le Traitement Automatique des Langues Naturelles (TALN), Jun 2023, Paris, France. pp.21-21

Communication dans un congrès hal-04208588v1
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Explicit knowledge integration for knowledge-aware visual question answering about named entities

Omar Adjali , Paul Grimal , Olivier Ferret , Sahar Ghannay , Hervé Le Borgne

ICRM'23 - ACM International Conference on Multimedia Retrieval, ACM, Jun 2023, Thessalonique, Greece. pp.29-38, ⟨10.1145/3591106.3592227⟩

Communication dans un congrès cea-04172061v1

Specialized Semantic Enrichment of Speech Representations

G. Laperrière , Ha Nguyen , Sahar Ghannay , Bassam Jabaian , Yannick Estève

2023 IEEE International Conference on Acoustics, Speech, and Signal Processing Workshops (ICASSPW), Jun 2023, Rhodes Island, Greece. pp.1-5, ⟨10.1109/ICASSPW59220.2023.10193452⟩

Communication dans un congrès hal-04425710v1
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Continual self-supervised domain adaptation for end-to-end speaker diarization

Juan Manuel Coria , Hervé Bredin , Sahar Ghannay , Sophie Rosset

IEEE Spoken Language Technology Workshop (SLT 2022), IEEE Speech and Language Processing Technical Committee, Jan 2023, Doha, Qatar. pp.626 - 632, ⟨10.1109/SLT54892.2023.10023195⟩

Communication dans un congrès hal-03824546v1
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Analyzing BERT Cross-lingual Transfer Capabilities in Continual Sequence Labeling

Juan Manuel Coria , Mathilde Veron , Sahar Ghannay , Guillaume Bernard , Hervé Bredin et al.

First Workshop on Performance and Interpretability Evaluations of Multimodal, Multipurpose, Massive-Scale Models, Oct 2022, virtual, South Korea

Communication dans un congrès hal-03824597v1
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The Spoken Language Understanding MEDIA Benchmark Dataset in the Era of Deep Learning: data updates, training and evaluation tools

Gaëlle Laperrière , Valentin Pelloin , Antoine Caubrière , Salima Mdhaffar , Nathalie Camelin et al.

LREC 2022 - 13th Language Resources and Evaluation Conference, Jun 2022, Marseille, France. pp.1595‑1602

Communication dans un congrès hal-03706938v1
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Impact Analysis of the Use of Speech and Language Models Pretrained by Self-Supersivion for Spoken Language Understanding

Salima Mdhaffar , Valentin Pelloin , Antoine Caubrière , Gaëlle Laperrière , Sahar Ghannay et al.

LREC 2022 - 13th Language Resources and Evaluation Conference, Jun 2022, Marseille, France. pp.2949‑2956

Communication dans un congrès hal-03706925v1
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Étude comparative de modèles Transformers en compréhension de la parole en français

Oralie Cattan , Sahar Ghannay , Christophe Servan , Sophie Rosset

34e Journées d'Etudes sur la Parole (JEP2022), Jun 2022, Île de Noirmoutier, France. pp.721-730, ⟨10.21437/JEP.2022-76⟩

Communication dans un congrès hal-03701654v1
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Benchmarking Transformers-based models on French Spoken Language Understanding tasks

Oralie Cattan , Sahar Ghannay , Christophe Servan , Sophie Rosset

INTERSPEECH 2022, Sep 2022, Incheon, South Korea. pp.1238-1242, ⟨10.21437/Interspeech.2022-385⟩

Communication dans un congrès hal-03715340v2
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Le benchmark MEDIA revisité : données, outils et évaluation dans un contexte d'apprentissage profond

Gaëlle Laperrière , Valentin Pelloin , Antoine Caubrière , Salima Mdhaffar , Nathalie Camelin et al.

XXXIVe Journées d'Études sur la Parole -- JEP 2022, Jun 2022, île de Noirmoutier, France. pp.481-490, ⟨10.21437/JEP.2022-51⟩

Communication dans un congrès hal-03770588v1
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Evaluating the carbon footprint of NLP methods: a survey and analysis of existing tools

Nesrine Bannour , Sahar Ghannay , Aurélie Névéol , Anne-Laure Ligozat

EMNLP, Workshop SustaiNLP, Nov 2021, Punta Cana, Dominican Republic. ⟨10.18653/v1/2021.sustainlp-1.2⟩

Communication dans un congrès hal-03435068v1
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Overlap-Aware Low-Latency Online Speaker Diarization Based on End-To-End Local Segmentation

Juan Manuel Coria , Hervé Bredin , Sahar Ghannay , Sophie Rosset

IEEE Automatic Speech Recognition and Unserstanding Workshop, Dec 2021, Cartagena, Colombia. pp.1139-1146, ⟨10.1109/ASRU51503.2021.9688044⟩

Communication dans un congrès hal-03375330v1
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Where are we in semantic concept extraction for Spoken Language Understanding? ⋆

Sahar Ghannay , Antoine Caubrière , Salima Mdhaffar , Gaëlle Laperrière , Bassam Jabaian et al.

SPECOM 2021 23rd International Conference on Speech and Computer, Sep 2021, Saint Petersburg, Russia

Communication dans un congrès hal-03372494v1
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Experiments from LIMSI at the French Named Entity Recognition Coarse-grained task

Sahar Ghannay , Cyril Grouin , Thomas Lavergne

Conference and Labs of the Evaluation Forum, Sep 2020, Thessaloniki, Greece

Communication dans un congrès hal-04395545v1
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A Metric Learning Approach to Misogyny Categorization

Juan Manuel Coria , Sahar Ghannay , Sophie Rosset , Hervé Bredin

Workshop on Representation Learning for NLP, Jul 2020, Online, France. pp.89-94, ⟨10.18653/v1/2020.repl4nlp-1.12⟩

Communication dans un congrès hal-02989293v1

Error analysis applied to end-to end spoken language understanding

Antoine Caubrière , Sahar Ghannay , Natalia Tomashenko , Renato de Mori , Antoine Laurent et al.

45th International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2020), May 2020, Barcelona, Spain. pp.8514-8518, ⟨10.1109/ICASSP40776.2020.9054455⟩

Communication dans un congrès hal-02465899v1
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What is best for Spoken Language Understanding: Small but Task-dependant Embeddings or Huge but Out-of-domain Embeddings?

Sahar Ghannay , Antoine Neuraz , Sophie Rosset

45th International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2020), May 2020, Barcelona, Spain. pp.8114-8118, ⟨10.1109/ICASSP40776.2020.9053278⟩

Communication dans un congrès hal-02503694v1
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A Cooking Knowledge Graph and Benchmark for Question Answering Evaluation in Lifelong Learning Scenarios

Mathilde Veron , Anselmo Peñas , Guillermo Echegoyen , Somnath Banerjee , Sahar Ghannay et al.

International Conference on Applications of Natural Language to Information Systems, Elisabeth Métais and Farid Meziane and Helmut Horacek and Philipp Cimiano, Jun 2020, Saarbrücken, Germany

Communication dans un congrès hal-03006228v1
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Neural Networks approaches focused on French Spoken Language Understanding: application to the MEDIA Evaluation Task

Sahar Ghannay , Christophe Servan , Sophie Rosset

In Proceedings of The 28th International Conference on Computational Linguistics (COLING’2020), 2020, Dec 2020, Barcelona (online), Spain. pp.2722-2727, ⟨10.18653/v1/2020.coling-main.245⟩

Communication dans un congrès hal-03007482v1

A Comparison of Metric Learning Loss Functions for End-To-End Speaker Verification

Juan Manuel Coria , Hervé Bredin , Sahar Ghannay , Sophie Rosset

International Conference on Statistical Language and Speech Processing, Oct 2020, Cardiff, United Kingdom. pp.137-148, ⟨10.1007/978-3-030-59430-5_11⟩

Communication dans un congrès hal-02989334v1
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Lifelong learning and task-oriented dialogue system: what does it mean?

Mathilde Veron , Sahar Ghannay , Anne-Laure Ligozat , Sophie Rosset

International Workshop on Spoken Dialogue Systems Technology, Apr 2019, Siracusa, Italy

Communication dans un congrès hal-02301089v1
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Simulating ASR errors for training SLU systems

Edwin Simonnet , Sahar Ghannay , Nathalie Camelin , Yannick Estève

LREC 2018, May 2018, Miyazaki, Japan

Communication dans un congrès hal-01715923v1

Task Specific Sentence Embeddings for ASR Error Detection

Sahar Ghannay , Yannick Estève , Nathalie Camelin

Interspeech 2018, Sep 2018, Hyderabad, India. ⟨10.21437/Interspeech.2018-2211⟩

Communication dans un congrès hal-01870864v1
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Simulation d'erreurs de reconnaissance automatique dans un cadre de compréhension de la parole

Edwin Simonnet , Sahar Ghannay , Nathalie Camelin , Yannick Estève

XXXIIe Journées d'Etudes sur la Parole (JEP 2018), Jun 2018, Aix-en-Provence, France

Communication dans un congrès hal-01757770v1

Représentations de phrases dans un espace continu spécifiques à la tâche de détection d'erreurs

Sahar Ghannay , Yannick Estève , Nathalie Camelin

XXXIIe Journées d'Etudes sur la Parole (JEP 2018), Jun 2018, Aix-en-Provence, France

Communication dans un congrès hal-01757774v1
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End-to-end named entity and semantic concept extraction from speech

Sahar Ghannay , Antoine Caubrière , Yannick Estève , Nathalie Camelin , Edwin Simonnet et al.

IEEE Spoken Language Technology Workshop, Dec 2018, Athens, Greece. ⟨10.1109/slt.2018.8639513⟩

Communication dans un congrès hal-01987740v2
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ASR error management for improving spoken language understanding

Edwin Simonnet , Sahar Ghannay , Nathalie Camelin , Yannick Estève , Renato de Mori

Interspeech 2017, Aug 2017, Stockholm, Sweden

Communication dans un congrès hal-01526298v1
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Enriching confusion networks for post-processing

Sahar Ghannay , Yannick Estève , Nathalie Camelin

Statistical Language and Speech Processing 2017, Oct 2017, Le Mans, France

Communication dans un congrès hal-01585768v1

Recent improvements on error detection for automatic speech recognition

Yannick Estève , Sahar Ghannay , Nathalie Camelin

1st International Workshop on Multimodal Media Data Analytics (MMDA 2016), in Conjunction with the 22nd European Conference on Artificial Intelligence, 2016, The Hague The, Netherlands

Communication dans un congrès hal-01433168v1

Utilisation des représentations continues des mots et des paramètres prosodiques pour la détection des erreurs dans les transcriptions automatiques de la parole

S. Ghannay , Y. Estève , Nathalie Camelin , Dutrey Camille , Fabian Santiago Vargas et al.

Journée d'Études sur la Parole (2016), Jul 2016, Paris, France. pp.723-731

Communication dans un congrès halshs-01428013v1

Word embedding evaluation and combination

Sahar Ghannay , Benoit Favre , Yannick Estève , Nathalie Camelin

10th edition of the Language Resources and Evaluation Conference (LREC 2016), 2016, Portorož, Slovenia

Communication dans un congrès hal-01433185v1

Evaluation of acoustic word embeddings

Sahar Ghannay , Yannick Estève , Nathalie Camelin , Paul Deléglise

RepEval@ACL 2016: The 1st Workshop on Evaluating Vector-Space Representations for NLP, 2016, Berlin, Germany

Communication dans un congrès hal-01433181v1

Acoustic word embeddings for ASR error detection

Sahar Ghannay , Yannick Estève , Nathalie Camelin , Paul Deléglise

Interspeech 2016, 2016, San Francisco (CA, USA), Unknown Region

Communication dans un congrès hal-01433176v1

Combining continous word representation and prosodic features for ASR error prediction

Sahar Ghannay , Yannick Estève , Nathalie Camelin , Camille Dutrey , Fabian Santiago et al.

3rd International Conference on Statistical Language and Speech Processing (SLSP 2015), 2015, Budapest, Hungary

Communication dans un congrès hal-01433203v1

Which ASR errors are hard to detect?

Sahar Ghannay , Nathalie Camelin , Yannick Estève

Workshop Errors by Humans and Machines in multimedia, multimodal and multilingual data processing (ERRARE 2015), 2015, Sinaia, Romania

Communication dans un congrès hal-01433201v1

Word embeddings combination and neural networks for robustness in ASR error detection

Sahar Ghannay , Yannick Estève , Nathalie Camelin

2015 European Signal Processing Conference (EUSIPCO 2015), 2015, Nice, France

Communication dans un congrès hal-01433210v1

Using Hypothesis Selection Based Features for Confusion Network MT System Combination

Sahar Ghannay , Loïc Barrault

Third Workshop on Hybrid Approaches to Translation (HyTra), EACL 2014, 2014, Gothenburg, Sweden

Communication dans un congrès hal-01433229v1
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AtomicEval: Evaluation Framework for Atomic Proposition Autonomy with French Propositioner

Luc Pommeret , Sophie Rosset , Christophe Servan , Sahar Ghannay

10th Junior Conference on Data Sciences and Engineering, Sep 2025, Gif-sur-Yvette, France.

Poster de conférence hal-05414939v1