Fast text-only domain adaptation of RNN-transducer prediction network

Janne Pylkkonen; Antti Ukkonen; Juho Kilpikoski; Samu Tamminen; Hannes Heikinheimo

doi:10.21437/Interspeech.2021-1191

Fast text-only domain adaptation of RNN-transducer prediction network

Janne Pylkkonen, Antti Ukkonen, Juho Kilpikoski, Samu Tamminen, Hannes Heikinheimo

Department of Computer Science

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

Original language	English
Title of host publication	22nd Annual Conference of the International Speech Communication Association, INTERSPEECH 2021
Number of pages	5
Place of Publication	Baixas
Publisher	ISCA
Publication date	2021
Pages	1882-1886
ISBN (Electronic)	9781713836902
DOIs	https://doi.org/10.21437/Interspeech.2021-1191
Publication status	Published - 2021
MoE publication type	A4 Article in conference proceedings
Event	Annual Conference of the International Speech Communication Association: INTERSPEECH 2021 - Brno, Czech Republic Duration: 30 Aug 2021 → 3 Sep 2021 Conference number: 22 https://www.interspeech2021.org/

Publication series

Name	Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH
Volume	2
ISSN (Print)	2308-457X
ISSN (Electronic)	1990-9772

Fields of Science

Adaptation
Automatic speech recognition
End-to-end models
Language model
RNN-transducer
113 Computer and information sciences
6121 Languages

Access to Document

10.21437/Interspeech.2021-1191Licence: Unspecified

pylkkonen21_interspeechFinal published version, 229 KBLicence: Unspecified

Cite this

Pylkkonen, J., Ukkonen, A., Kilpikoski, J., Tamminen, S., & Heikinheimo, H. (2021). Fast text-only domain adaptation of RNN-transducer prediction network. In 22nd Annual Conference of the International Speech Communication Association, INTERSPEECH 2021 (pp. 1882-1886). (Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH; Vol. 2). ISCA. https://doi.org/10.21437/Interspeech.2021-1191

Pylkkonen, Janne ; Ukkonen, Antti ; Kilpikoski, Juho et al. / Fast text-only domain adaptation of RNN-transducer prediction network. 22nd Annual Conference of the International Speech Communication Association, INTERSPEECH 2021. Baixas : ISCA, 2021. pp. 1882-1886 (Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH).

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title = "Fast text-only domain adaptation of RNN-transducer prediction network",

keywords = "Adaptation, Automatic speech recognition, End-to-end models, Language model, RNN-transducer, 113 Computer and information sciences, 6121 Languages",

author = "Janne Pylkkonen and Antti Ukkonen and Juho Kilpikoski and Samu Tamminen and Hannes Heikinheimo",

note = "Publisher Copyright: Copyright {\textcopyright} 2021 ISCA.; Annual Conference of the International Speech Communication Association : INTERSPEECH 2021 ; Conference date: 30-08-2021 Through 03-09-2021",

year = "2021",

doi = "10.21437/Interspeech.2021-1191",

language = "English",

series = "Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH",

publisher = "ISCA",

pages = "1882--1886",

booktitle = "22nd Annual Conference of the International Speech Communication Association, INTERSPEECH 2021",

address = "France",

url = "https://www.interspeech2021.org/",

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Pylkkonen, J, Ukkonen, A, Kilpikoski, J, Tamminen, S & Heikinheimo, H 2021, Fast text-only domain adaptation of RNN-transducer prediction network. in 22nd Annual Conference of the International Speech Communication Association, INTERSPEECH 2021. Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH, vol. 2, ISCA, Baixas, pp. 1882-1886, Annual Conference of the International Speech Communication Association, Brno, Czech Republic, 30/08/2021. https://doi.org/10.21437/Interspeech.2021-1191

Fast text-only domain adaptation of RNN-transducer prediction network. / Pylkkonen, Janne; Ukkonen, Antti; Kilpikoski, Juho et al.

22nd Annual Conference of the International Speech Communication Association, INTERSPEECH 2021. Baixas : ISCA, 2021. p. 1882-1886 (Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH; Vol. 2).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

TY - GEN

T1 - Fast text-only domain adaptation of RNN-transducer prediction network

AU - Pylkkonen, Janne

AU - Ukkonen, Antti

AU - Kilpikoski, Juho

AU - Tamminen, Samu

AU - Heikinheimo, Hannes

N1 - Conference code: 22

PY - 2021

Y1 - 2021

KW - Adaptation

KW - Automatic speech recognition

KW - End-to-end models

KW - Language model

KW - RNN-transducer

KW - 113 Computer and information sciences

KW - 6121 Languages

U2 - 10.21437/Interspeech.2021-1191

DO - 10.21437/Interspeech.2021-1191

M3 - Conference contribution

AN - SCOPUS:85119200123

T3 - Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH

SP - 1882

EP - 1886

BT - 22nd Annual Conference of the International Speech Communication Association, INTERSPEECH 2021

PB - ISCA

CY - Baixas

T2 - Annual Conference of the International Speech Communication Association

Y2 - 30 August 2021 through 3 September 2021

ER -

Pylkkonen J, Ukkonen A, Kilpikoski J, Tamminen S, Heikinheimo H. Fast text-only domain adaptation of RNN-transducer prediction network. In 22nd Annual Conference of the International Speech Communication Association, INTERSPEECH 2021. Baixas: ISCA. 2021. p. 1882-1886. (Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH). doi: 10.21437/Interspeech.2021-1191