1 citations · 3 across the 7 of their papers we have counts for
7 papers
Speaker Group Encoding in Self-supervised Speech Recognition Models
Felix Herron, Solange Rossato Alexandre Allauzen, Benoit Favre +1
We investigate what self-supervised speech recognition models (S3Ms) learn about speaker groups (SGs). We examine several states of S3Ms: pretrained, finetuned on speaker identific…
Pantagruel: Unified Self-Supervised Encoders for French Text and Speech
Phuong-Hang Le, Valentin Pelloin, Arnault Chatelain +27
We release Pantagruel models, a new family of self-supervised encoder models for French text and speech. Instead of predicting modality-tailored targets such as textual tokens or s…
THERADIA WoZ: An Ecological Corpus for Appraisal-based Affect Research in Healthcare
Hippolyte Fournier, Sina Alisamir, Safaa Azzakhnini +14
We present THERADIA WoZ, an ecological corpus designed for audiovisual research on affect in healthcare. Two groups of senior individuals, consisting of 52 healthy participants and…
LeBenchmark 2.0: a Standardized, Replicable and Enhanced Framework for Self-supervised Representations of French Speech
Titouan Parcollet, Ha Nguyen, Solene Evain +19
Self-supervised learning (SSL) is at the origin of unprecedented improvements in many different domains including computer vision and natural language processing. Speech processing…
LeBenchmark: A Reproducible Framework for Assessing Self-Supervised Representation Learning from Speech
Solene Evain, Ha Nguyen, Hang Le +15
Self-Supervised Learning (SSL) using huge unlabeled data has been successfully explored for image and natural language processing. Recent works also investigated SSL from speech. T…
Gender Representation in Open Source Speech Resources
Mahault Garnerin, Solange Rossato, Laurent Besacier
With the rise of artificial intelligence (AI) and the growing use of deep-learning architectures, the question of ethics, transparency and fairness of AI systems has become a centr…
Gender Representation in French Broadcast Corpora and Its Impact on ASR Performance
Mahault Garnerin, Solange Rossato, Laurent Besacier
This paper analyzes the gender representation in four major corpora of French broadcast. These corpora being widely used within the speech processing community, they are a primary…