3 papers
cs.CL2026
Forewarned is Forearmed: When Non-Sequential Embedding Turns Into an Anomaly Detector
Elys Allesiardo, Antoine Caubrière, Valentin Vielzeuf
This paper offers an in-depth analysis of non-sequential multimodal sentence-level embeddings, with a particular focus on the SONAR model. We demonstrate that certain embedding dim…
cs.CL2026
The Speech-LLM Takes It All: A Truly Fully End-to-End Spoken Dialogue State Tracking Approach
Nizar El Ghazal, Antoine Caubrière, Valentin Vielzeuf
This paper presents a comparative study of context management strategies for end-to-end Spoken Dialog State Tracking using Speech-LLMs. We systematically evaluate traditional multi…
cs.CL2025
Scaling HuBERT for African Languages: From Base to Large and XL
Antoine Caubrière, Elodie Gauthier
Despite recent progress in multilingual speech processing, African languages remain under-represented in both research and deployed systems, particularly when it comes to strong, o…