Sorry, you need to enable JavaScript to visit this website.

facebooktwittermailshare

Improving Human-Computer Interaction in Low-Resource Settings with Text-to-Phonetic Data Augmentation

Abstract: 

Off-the-shelf speech recognizers are error-prone in specialized domains; we aim to mitigate the impact of these errors for downstream classification tasks without in-domain speech training data, by augmenting available typewritten text training data with inferred phonetic information. We apply our method to mitigate the effects of the lack of speech training data when converting a typed chatbot to a spoken language interface.

Paper available here: https://ieeexplore.ieee.org/document/8682550

up
0 users have voted:

Paper Details

Authors:
Adam Stiff, Prashant Serai, Eric Fosler-Lussier
Submitted On:
9 May 2019 - 3:50pm
Short Link:
Type:
Poster
Event:
Presenter's Name:
Adam Stiff
Paper Code:
4045
Document Year:
2019
Cite

Document Files

Conference poster

(65)

Subscribe

[1] Adam Stiff, Prashant Serai, Eric Fosler-Lussier, "Improving Human-Computer Interaction in Low-Resource Settings with Text-to-Phonetic Data Augmentation", IEEE SigPort, 2019. [Online]. Available: http://sigport.org/4127. Accessed: Apr. 04, 2020.
@article{4127-19,
url = {http://sigport.org/4127},
author = {Adam Stiff; Prashant Serai; Eric Fosler-Lussier },
publisher = {IEEE SigPort},
title = {Improving Human-Computer Interaction in Low-Resource Settings with Text-to-Phonetic Data Augmentation},
year = {2019} }
TY - EJOUR
T1 - Improving Human-Computer Interaction in Low-Resource Settings with Text-to-Phonetic Data Augmentation
AU - Adam Stiff; Prashant Serai; Eric Fosler-Lussier
PY - 2019
PB - IEEE SigPort
UR - http://sigport.org/4127
ER -
Adam Stiff, Prashant Serai, Eric Fosler-Lussier. (2019). Improving Human-Computer Interaction in Low-Resource Settings with Text-to-Phonetic Data Augmentation. IEEE SigPort. http://sigport.org/4127
Adam Stiff, Prashant Serai, Eric Fosler-Lussier, 2019. Improving Human-Computer Interaction in Low-Resource Settings with Text-to-Phonetic Data Augmentation. Available at: http://sigport.org/4127.
Adam Stiff, Prashant Serai, Eric Fosler-Lussier. (2019). "Improving Human-Computer Interaction in Low-Resource Settings with Text-to-Phonetic Data Augmentation." Web.
1. Adam Stiff, Prashant Serai, Eric Fosler-Lussier. Improving Human-Computer Interaction in Low-Resource Settings with Text-to-Phonetic Data Augmentation [Internet]. IEEE SigPort; 2019. Available from : http://sigport.org/4127