Domain-informed probing of wav2vec 2.0 embeddings for phonetic features
PC English, J Kelleher… - Proceedings of the 19th …, 2022 - aclanthology.org
In recent years large transformer model architectures have become available which provide
a novel means of generating high-quality vector representations of speech audio. These …
a novel means of generating high-quality vector representations of speech audio. These …
[PDF][PDF] Discovering Phonetic Feature Event Patterns in Transformer Embeddings
PC English, JD Kelleher, J Carson-Berndsen - INTERSPEECH, 2023 - isca-archive.org
Abstract Domain-informed probing of large speech recognition transformer-based models
offers an opportunity to investigate how phonetic information is captured and transformed in …
offers an opportunity to investigate how phonetic information is captured and transformed in …
Investigating phoneme similarity with artificially accented speech
M Masson, J Carson-Berndsen - Proceedings of the 20th …, 2023 - aclanthology.org
While the deep learning revolution has led to significant performance improvements in
speech recognition, accented speech remains a challenge. Current approaches to this …
speech recognition, accented speech remains a challenge. Current approaches to this …
Analyzing discourse functions with acoustic features and phone embeddings: non-lexical items in Taiwan Mandarin
PE Chen, YH Tseng, CW Wang, FC Yeh… - Proceedings of the …, 2022 - aclanthology.org
Non-lexical items are expressive devices used in conversations that are not words but are
nevertheless meaningful. These items play crucial roles, such as signaling turn-taking or …
nevertheless meaningful. These items play crucial roles, such as signaling turn-taking or …
Investigating the Sensitivity of Automatic Speech Recognition Systems to Phonetic Variation in L2 Englishes
E O'Neill, J Carson-Berndsen - arXiv preprint arXiv:2305.07389, 2023 - arxiv.org
Automatic Speech Recognition (ASR) systems exhibit the best performance on speech that
is similar to that on which it was trained. As such, underrepresented varieties including …
is similar to that on which it was trained. As such, underrepresented varieties including …
The influence of regional pronunciation variation on children's spelling and the potential benefits of accent adapted spellcheckers
E O'Neill, J Kenny, A Ventresque… - Proceedings of the …, 2021 - aclanthology.org
A child who is unfamiliar with the correct spelling of a word often employs a “sound it out”
approach: breaking the word down into its constituent sounds and then choosing letters to …
approach: breaking the word down into its constituent sounds and then choosing letters to …
S-capade: Spelling correction aimed at particularly deviant errors
S-capade (s pelling c orrection a imed at pa rticularly d eviant e rrors) is a phonemic
distance based spellchecking tool (Source code repository may be found in the references …
distance based spellchecking tool (Source code repository may be found in the references …
[PDF][PDF] Identifying non-native English speech patterns in ASR systems
M Masson - isca-students.org
Extensively used in commercial products, automatic speech recognition (ASR) systems,
which process human speech into sequences of characters, are now part of many human …
which process human speech into sequences of characters, are now part of many human …
S-Capade: Spelling Correction Aimed at Particularly Deviant Errors
J Carson-Berndsen, A Ventresque - Statistical Language and …, 2020 - books.google.com
S-capade (spelling correction aimed at particularly deviant errors) is a phonemic distance
based spellchecking tool (Source code repository may be found in the references section …
based spellchecking tool (Source code repository may be found in the references section …