Self-supervised language learning from raw audio: Lessons from the zero resource speech challenge
E Dunbar, N Hamilakis… - IEEE Journal of Selected …, 2022 - ieeexplore.ieee.org
Recent progress in self-supervised or unsupervised machine learning has opened the
possibility of building a full speech processing system from raw audio without using any …
possibility of building a full speech processing system from raw audio without using any …
Modeling early phonetic acquisition from child-centered audio data
Infants learn their native language (s) at an amazing speed. Before they even talk, their
perception adapts to the language (s) they hear. However, the mechanisms responsible for …
perception adapts to the language (s) they hear. However, the mechanisms responsible for …
Evaluating context-invariance in unsupervised speech representations
Unsupervised speech representations have taken off, with benchmarks (SUPERB,
ZeroSpeech) demonstrating major progress on semi-supervised speech recognition, speech …
ZeroSpeech) demonstrating major progress on semi-supervised speech recognition, speech …
[PDF][PDF] Statistical learning models of early phonetic acquisition struggle with child-centered audio data
Infants learn their native language (s) at an amazing speed. Before they even talk, their
perception adapts to the language (s) they hear. However, the mechanisms responsible for …
perception adapts to the language (s) they hear. However, the mechanisms responsible for …
Learning Semantic Information from Raw Audio Signal Using Both Contextual and Phonetic Representations
We propose a framework to learn semantics from raw audio signals using two types of
representations, encoding contextual and phonetic information respectively. Specifically, we …
representations, encoding contextual and phonetic information respectively. Specifically, we …
[PDF][PDF] Artificial neural networks to analyze and simulate language acquisition in children
M Lavechin - PsyArXiv. October, 2023 - files.osf.io
Lightweight child-worn recorders that collect audio across an entire day allow for a big-data
approach to the study of language development. By collecting the child's production and …
approach to the study of language development. By collecting the child's production and …