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cs.LG2025
VARAN: Variational Inference for Self-Supervised Speech Models Fine-Tuning on Downstream Tasks
Daria Diatlova, Nikita Balagansky, Alexander Varlamov +1
Conventional methods for aggregating layers in fine-tuned self-supervised speech models, such as using the final layer or weighted sum, suffer from information bottlenecks and stat…
cs.LG2025
NonverbalTTS: A Public English Corpus of Text-Aligned Nonverbal Vocalizations with Emotion Annotations for Text-to-Speech
Maksim Borisov, Egor Spirin, Daria Diatlova
Current expressive speech synthesis models are constrained by the limited availability of open-source datasets containing diverse nonverbal vocalizations (NVs). In this work, we in…