3 papers
cs.CL2026
Learning Multiple Utterance-Level Attribute Representations with a Unified Speech Encoder
Maryem Bouziane, Salima Mdhaffar, Yannick Estève
Speech foundation models trained with self-supervised learning produce generic speech representations that support a wide range of speech processing tasks. When further adapted wit…
cs.CL2024
Is one brick enough to break the wall of spoken dialogue state tracking?
Lucas Druart, Valentin Vielzeuf, Yannick Estève
In Task-Oriented Dialogue (TOD) systems, correctly updating the system's understanding of the user's requests (\textit{a.k.a} dialogue state tracking) is key to a smooth interactio…
cs.AI2024
Investigating Low-Cost LLM Annotation for~Spoken Dialogue Understanding Datasets
Lucas Druart, Valentin Vielzeuf, Yannick Estève
In spoken Task-Oriented Dialogue (TOD) systems, the choice of the semantic representation describing the users' requests is key to a smooth interaction. Indeed, the system uses thi…