3 citations · 4 across the 10 of their papers we have counts for
5 papers · 1 filter
Streaming Neural Speech Codecs through Time-Invariant Representations
Kélian Estève, Salima Mhdaffar, Mickael Rouvier +2
Neural speech codecs are increasingly used as intermediate representations in codec-based speech generation systems. TiCodec introduces a factorized representation that separates t…
Using Multimodal and Language-Agnostic Sentence Embeddings for Abstractive Summarization
Chaimae Chellaf, Salima Mdhaffar, Yannick Estève +1
Abstractive summarization aims to generate concise summaries by creating new sentences, allowing for flexible rephrasing. However, this approach can be vulnerable to inaccuracies,…
Simultaneous Speech-to-Speech Translation Without Aligned Data
Tom Labiausse, Romain Fabre, Yannick Estève +2
Simultaneous speech translation requires translating source speech into a target language in real-time while handling non-monotonic word dependencies. Traditional approaches rely o…
A dual task learning approach to fine-tune a multilingual semantic speech encoder for Spoken Language Understanding
Gaëlle Laperrière, Sahar Ghannay, Bassam Jabaian +1
Self-Supervised Learning is vastly used to efficiently represent speech for Spoken Language Understanding, gradually replacing conventional approaches. Meanwhile, textual SSL model…
Open Implementation and Study of BEST-RQ for Speech Processing
Ryan Whetten, Titouan Parcollet, Marco Dinarelli +1
Self-Supervised Learning (SSL) has proven to be useful in various speech tasks. However, these methods are generally very demanding in terms of data, memory, and computational reso…