Character-based Neural Embeddings for Tweet Clustering

Svitlana Vakulenko; Lyndon Nixon; Mahai Lupu

Character-based Neural Embeddings for Tweet Clustering

Svitlana Vakulenko, Lyndon Nixon, Mahai Lupu

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

Abstract

In this paper we show how the performance of tweet clustering can be improved by leveraging character-based neural networks. Theproposedapproachovercomes the limitations related to the vocabulary explosion in the word-based models and allows for the seamless processing of the multilingual content. Our evaluation results and code are available on-line.

Original language	English
Title of host publication	Proceedings of the Fifth International Workshop on Natural Language Processing for Social Media
Place of Publication	Valencia
Publisher	Association for Computational Linguistics
Pages	36-44
Publication status	Published - Apr 2017
Event	European Chapter of the Association for Computational Linguistics: SocialNLP Workshop - Valencia, Spain Duration: 3 Apr 2017 → 7 Apr 2017 https://sites.google.com/site/socialnlp2017/

Conference

Conference	European Chapter of the Association for Computational Linguistics
Abbreviated title	EACL2017
Country/Territory	Spain
City	Valencia
Period	03/04/2017 → 07/04/2017
Internet address	https://sites.google.com/site/socialnlp2017/

Access to Document

http://aclweb.org/anthology/W17-1105

Cite this

@inproceedings{94067f95c82446458c3bf7df9cbed33d,

title = "Character-based Neural Embeddings for Tweet Clustering",

abstract = "In this paper we show how the performance of tweet clustering can be improved by leveraging character-based neural networks. Theproposedapproachovercomes the limitations related to the vocabulary explosion in the word-based models and allows for the seamless processing of the multilingual content. Our evaluation results and code are available on-line.",

author = "Svitlana Vakulenko and Lyndon Nixon and Mahai Lupu",

year = "2017",

month = apr,

language = "English",

pages = "36--44",

booktitle = "Proceedings of the Fifth International Workshop on Natural Language Processing for Social Media",

publisher = "Association for Computational Linguistics ",

address = "United States",

note = "European Chapter of the Association for Computational Linguistics : SocialNLP Workshop, EACL2017 ; Conference date: 03-04-2017 Through 07-04-2017",

url = "https://sites.google.com/site/socialnlp2017/",

}

Vakulenko, S, Nixon, L & Lupu, M 2017, Character-based Neural Embeddings for Tweet Clustering. in Proceedings of the Fifth International Workshop on Natural Language Processing for Social Media. Association for Computational Linguistics , Valencia, pp. 36-44, European Chapter of the Association for Computational Linguistics, Valencia, Spain, 03/04/2017. <http://aclweb.org/anthology/W17-1105>

TY - GEN

T1 - Character-based Neural Embeddings for Tweet Clustering

AU - Vakulenko, Svitlana

AU - Nixon, Lyndon

AU - Lupu, Mahai

PY - 2017/4

Y1 - 2017/4

N2 - In this paper we show how the performance of tweet clustering can be improved by leveraging character-based neural networks. Theproposedapproachovercomes the limitations related to the vocabulary explosion in the word-based models and allows for the seamless processing of the multilingual content. Our evaluation results and code are available on-line.

AB - In this paper we show how the performance of tweet clustering can be improved by leveraging character-based neural networks. Theproposedapproachovercomes the limitations related to the vocabulary explosion in the word-based models and allows for the seamless processing of the multilingual content. Our evaluation results and code are available on-line.

M3 - Conference contribution

SP - 36

EP - 44

BT - Proceedings of the Fifth International Workshop on Natural Language Processing for Social Media

PB - Association for Computational Linguistics

CY - Valencia

T2 - European Chapter of the Association for Computational Linguistics

Y2 - 3 April 2017 through 7 April 2017

ER -

Character-based Neural Embeddings for Tweet Clustering

Abstract

Conference

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Cite this