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Speechformer++: A hierarchical efficient framework for paralinguistic speech processing
Paralinguistic speech processing is important in addressing many issues, such as sentiment
and neurocognitive disorder analyses. Recently, Transformer has achieved remarkable …
and neurocognitive disorder analyses. Recently, Transformer has achieved remarkable …
Computational Architecture of Speech Comprehension in the Human Brain
Understanding the computational algorithm that gives rise to human language is a shared
endeavor among neuroscience, linguistics, and machine learning. We propose a conceptual …
endeavor among neuroscience, linguistics, and machine learning. We propose a conceptual …
Large language models transition from integrating across position-yoked, exponential windows to structure-yoked, power-law windows
D Skrill, S Norman-Haignere - Advances in neural …, 2023 - proceedings.neurips.cc
Modern language models excel at integrating across long temporal scales needed to
encode linguistic meaning and show non-trivial similarities to biological neural systems …
encode linguistic meaning and show non-trivial similarities to biological neural systems …
Neural timescales from a computational perspective
Timescales of neural activity are diverse across and within brain areas, and experimental
observations suggest that neural timescales reflect information in dynamic environments …
observations suggest that neural timescales reflect information in dynamic environments …
DeepSpeech models show Human-like Performance and Processing of Cochlear Implant Inputs
Cochlear implants (CIs) are arguably the most successful neural implant, having restored
hearing to over one million people worldwide. While CI research has focused on modeling …
hearing to over one million people worldwide. While CI research has focused on modeling …
Continuous Arabic Speech Recognition Model with N-gram Generation Using Deep Speech
FS Al-Anzi, STB Shalini - 2024 International Congress on …, 2024 - ieeexplore.ieee.org
A speech recognition system aims to translate audio input into a string of words. Deep
Speech is an end-to-end programmed communication acknowledgment engine that has …
Speech is an end-to-end programmed communication acknowledgment engine that has …
[HTML][HTML] Revealing the Next Word and Character in Arabic: An Effective Blend of Long Short-Term Memory Networks and ARABERT
FS Al-Anzi, STB Shalini - Applied Sciences, 2024 - mdpi.com
Arabic raw audio datasets were initially gathered to produce a corresponding signal
spectrum, which was further used to extract the Mel-Frequency Cepstral Coefficients …
spectrum, which was further used to extract the Mel-Frequency Cepstral Coefficients …
[HTML][HTML] Temporal integration in human auditory cortex is predominantly yoked to absolute time, not structure duration
Sound structures such as phonemes and words have highly variable durations. Thus, there
is a fundamental difference between integrating across absolute time (eg, 100 ms) vs. sound …
is a fundamental difference between integrating across absolute time (eg, 100 ms) vs. sound …
Parallel hierarchical encoding of linguistic representations in the human auditory cortex and recurrent automatic speech recognition systems
The human brain's ability to transform acoustic speech signals into rich linguistic
representations has inspired advancements in automatic speech recognition (ASR) systems …
representations has inspired advancements in automatic speech recognition (ASR) systems …
Novel Methods for Understanding the Neural Encoding of Natural Stimuli in the Human Brain
D Skrill - 2024 - search.proquest.com
The human brain's ability to understand complex natural stimuli, such as speech, music,
language, and visual scenes and objects, is remarkable for its accuracy, efficiency, and …
language, and visual scenes and objects, is remarkable for its accuracy, efficiency, and …