<?xml version="1.0" encoding="UTF-8"?>
<modsCollection xmlns="http://www.loc.gov/mods/v3">
<mods ID="vakulenko-etal-2017-character">
    <titleInfo>
        <title>Character-based Neural Embeddings for Tweet Clustering</title>
    </titleInfo>
    <name type="personal">
        <namePart type="given">Svitlana</namePart>
        <namePart type="family">Vakulenko</namePart>
        <role>
            <roleTerm authority="marcrelator" type="text">author</roleTerm>
        </role>
    </name>
    <name type="personal">
        <namePart type="given">Lyndon</namePart>
        <namePart type="family">Nixon</namePart>
        <role>
            <roleTerm authority="marcrelator" type="text">author</roleTerm>
        </role>
    </name>
    <name type="personal">
        <namePart type="given">Mihai</namePart>
        <namePart type="family">Lupu</namePart>
        <role>
            <roleTerm authority="marcrelator" type="text">author</roleTerm>
        </role>
    </name>
    <originInfo>
        <dateIssued>2017-04</dateIssued>
    </originInfo>
    <typeOfResource>text</typeOfResource>
    <relatedItem type="host">
        <titleInfo>
            <title>Proceedings of the Fifth International Workshop on Natural Language Processing for Social Media</title>
        </titleInfo>
        <name type="personal">
            <namePart type="given">Lun-Wei</namePart>
            <namePart type="family">Ku</namePart>
            <role>
                <roleTerm authority="marcrelator" type="text">editor</roleTerm>
            </role>
        </name>
        <name type="personal">
            <namePart type="given">Cheng-Te</namePart>
            <namePart type="family">Li</namePart>
            <role>
                <roleTerm authority="marcrelator" type="text">editor</roleTerm>
            </role>
        </name>
        <originInfo>
            <publisher>Association for Computational Linguistics</publisher>
            <place>
                <placeTerm type="text">Valencia, Spain</placeTerm>
            </place>
        </originInfo>
        <genre authority="marcgt">conference publication</genre>
    </relatedItem>
    <abstract>In this paper we show how the performance of tweet clustering can be improved by leveraging character-based neural networks. The proposed approach overcomes 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: https://github.com/vendi12/tweet2vec_clustering.</abstract>
    <identifier type="citekey">vakulenko-etal-2017-character</identifier>
    <identifier type="doi">10.18653/v1/W17-1105</identifier>
    <location>
        <url>https://aclanthology.org/W17-1105</url>
    </location>
    <part>
        <date>2017-04</date>
        <extent unit="page">
            <start>36</start>
            <end>44</end>
        </extent>
    </part>
</mods>
</modsCollection>

%0 Conference Proceedings
%T Character-based Neural Embeddings for Tweet Clustering
%A Vakulenko, Svitlana
%A Nixon, Lyndon
%A Lupu, Mihai
%Y Ku, Lun-Wei
%Y Li, Cheng-Te
%S Proceedings of the Fifth International Workshop on Natural Language Processing for Social Media
%D 2017
%8 April
%I Association for Computational Linguistics
%C Valencia, Spain
%F vakulenko-etal-2017-character
%X In this paper we show how the performance of tweet clustering can be improved by leveraging character-based neural networks. The proposed approach overcomes 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: https://github.com/vendi12/tweet2vec_clustering.
%R 10.18653/v1/W17-1105
%U https://aclanthology.org/W17-1105
%U https://doi.org/10.18653/v1/W17-1105
%P 36-44

Markdown (Informal)

[Character-based Neural Embeddings for Tweet Clustering](https://aclanthology.org/W17-1105) (Vakulenko et al., SocialNLP 2017)

• Character-based Neural Embeddings for Tweet Clustering (Vakulenko et al., SocialNLP 2017)

ACL

• Svitlana Vakulenko, Lyndon Nixon, and Mihai Lupu. 2017. Character-based Neural Embeddings for Tweet Clustering. In Proceedings of the Fifth International Workshop on Natural Language Processing for Social Media, pages 36–44, Valencia, Spain. Association for Computational Linguistics.