Convolutional Neural Networks and Multitask Strategies for Semantic Mapping of Natural Language Input to a Structured Database

Mandy Korpusik; James Glass

doi:10.1109/ICASSP.2018.8461769

Convolutional Neural Networks and Multitask Strategies for Semantic Mapping of Natural Language Input to a Structured Database

Mandy Korpusik, James Glass

MIT Computer Science & Artificial Intelligence Laboratory

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Original language	English
Title of host publication	2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	6174-6178
Number of pages	5
ISBN (Print)	9781538646588
DOIs	https://doi.org/10.1109/ICASSP.2018.8461769
State	Published - Sep 10 2018
Externally published	Yes
Event	2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Calgary, Canada Duration: Apr 15 2018 → Apr 20 2018

Publication series

Name	ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
Volume	2018-April
ISSN (Print)	1520-6149

Conference

Conference	2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018
Country/Territory	Canada
City	Calgary
Period	4/15/18 → 4/20/18

ASJC Scopus Subject Areas

Software
Signal Processing
Electrical and Electronic Engineering

Keywords

Convolutional Neural Networks
Crowdsourcing
Multitask Learning
Reranking
Semantic Embeddings

Access to Document

10.1109/ICASSP.2018.8461769

Cite this

Korpusik, M., & Glass, J. (2018). Convolutional Neural Networks and Multitask Strategies for Semantic Mapping of Natural Language Input to a Structured Database. In 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings (pp. 6174-6178). Article 8461769 (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; Vol. 2018-April). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICASSP.2018.8461769

Convolutional Neural Networks and Multitask Strategies for Semantic Mapping of Natural Language Input to a Structured Database. / Korpusik, Mandy; Glass, James.
2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 2018. p. 6174-6178 8461769 (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; Vol. 2018-April).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Korpusik, M & Glass, J 2018, Convolutional Neural Networks and Multitask Strategies for Semantic Mapping of Natural Language Input to a Structured Database. in 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings., 8461769, ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, vol. 2018-April, Institute of Electrical and Electronics Engineers Inc., pp. 6174-6178, 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018, Calgary, Canada, 4/15/18. https://doi.org/10.1109/ICASSP.2018.8461769

Korpusik M, Glass J. Convolutional Neural Networks and Multitask Strategies for Semantic Mapping of Natural Language Input to a Structured Database. In 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc. 2018. p. 6174-6178. 8461769. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings). doi: 10.1109/ICASSP.2018.8461769

Korpusik, Mandy ; Glass, James. / Convolutional Neural Networks and Multitask Strategies for Semantic Mapping of Natural Language Input to a Structured Database. 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 2018. pp. 6174-6178 (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

@inproceedings{3f3a7b3883e242d6a28d760fcebbd11d,

title = "Convolutional Neural Networks and Multitask Strategies for Semantic Mapping of Natural Language Input to a Structured Database",

keywords = "Convolutional Neural Networks, Crowdsourcing, Multitask Learning, Reranking, Semantic Embeddings",

author = "Mandy Korpusik and James Glass",

note = "Publisher Copyright: {\textcopyright} 2018 IEEE.; 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 ; Conference date: 15-04-2018 Through 20-04-2018",

year = "2018",

month = sep,

day = "10",

doi = "10.1109/ICASSP.2018.8461769",

language = "English",

isbn = "9781538646588",

series = "ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "6174--6178",

booktitle = "2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings",

}

TY - GEN

T1 - Convolutional Neural Networks and Multitask Strategies for Semantic Mapping of Natural Language Input to a Structured Database

AU - Korpusik, Mandy

AU - Glass, James

PY - 2018/9/10

Y1 - 2018/9/10

KW - Convolutional Neural Networks

KW - Crowdsourcing

KW - Multitask Learning

KW - Reranking

KW - Semantic Embeddings

UR - http://www.scopus.com/inward/record.url?scp=85054203136&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=85054203136&partnerID=8YFLogxK

U2 - 10.1109/ICASSP.2018.8461769

DO - 10.1109/ICASSP.2018.8461769

M3 - Conference contribution

AN - SCOPUS:85054203136

SN - 9781538646588

T3 - ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings

SP - 6174

EP - 6178

BT - 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018

Y2 - 15 April 2018 through 20 April 2018

ER -

Convolutional Neural Networks and Multitask Strategies for Semantic Mapping of Natural Language Input to a Structured Database

Publication series

Conference

ASJC Scopus Subject Areas

Keywords

Access to Document

Other files and links

Cite this