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Benchmarking Transformers-based models on French Spoken Language Understanding tasks


Jul 19, 2022
Oralie Cattan, Sahar Ghannay, Christophe Servan, Sophie Rosset

* Accepted paper at INTERSPEECH 2022 

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Overlap-aware low-latency online speaker diarization based on end-to-end local segmentation


Sep 14, 2021
Juan M. Coria, Hervé Bredin, Sahar Ghannay, Sophie Rosset

* To appear in ASRU 2021. Code available at https://github.com/juanmc2005/StreamingSpeakerDiarization/ 

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Where are we in semantic concept extraction for Spoken Language Understanding?


Jun 24, 2021
Sahar Ghannay, Antoine Caubrière, Salima Mdhaffar, Gaëlle Laperrière, Bassam Jabaian, Yannick Estève

* Submitted to the SPECOM 2021 conference 

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LIMSI_UPV at SemEval-2020 Task 9: Recurrent Convolutional Neural Network for Code-mixed Sentiment Analysis


Aug 30, 2020
Somnath Banerjee, Sahar Ghannay, Sophie Rosset, Anne Vilnat, Paolo Rosso

* To be published in the Proceedings of the 14th International Workshop on Semantic Evaluation (SemEval-2020), Barcelona, Spain, Sep. Association for Computational Linguistics 

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


Mar 31, 2020
Juan M. Coria, Hervé Bredin, Sahar Ghannay, Sophie Rosset


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TED-LIUM 3: twice as much data and corpus repartition for experiments on speaker adaptation


Jul 03, 2018
François Hernandez, Vincent Nguyen, Sahar Ghannay, Natalia Tomashenko, Yannick Estève

* Submitted to SPECOM 2018, 20th International Conference on Speech and Computer; TED-LIUM 3 corpus available on https://lium.univ-lemans.fr/en/ted-lium3/ 

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End-to-end named entity extraction from speech


May 30, 2018
Sahar Ghannay, Antoine Caubrière, Yannick Estève, Antoine Laurent, Emmanuel Morin

* Submitted to Interspeech 2018 

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ASR error management for improving spoken language understanding


May 26, 2017
Edwin Simonnet, Sahar Ghannay, Nathalie Camelin, Yannick Estève, Renato De Mori

* Interspeech 2017, Aug 2017, Stockholm, Sweden. 2017 

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