<?xml version="1.0" encoding="UTF-8"?>
<modsCollection xmlns="http://www.loc.gov/mods/v3">
<mods ID="pilehvar-collier-2017-inducing">
    <titleInfo>
        <title>Inducing Embeddings for Rare and Unseen Words by Leveraging Lexical Resources</title>
    </titleInfo>
    <name type="personal">
        <namePart type="given">Mohammad</namePart>
        <namePart type="given">Taher</namePart>
        <namePart type="family">Pilehvar</namePart>
        <role>
            <roleTerm authority="marcrelator" type="text">author</roleTerm>
        </role>
    </name>
    <name type="personal">
        <namePart type="given">Nigel</namePart>
        <namePart type="family">Collier</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 15th Conference of the European Chapter of the Association for Computational Linguistics: Volume 2, Short Papers</title>
        </titleInfo>
        <name type="personal">
            <namePart type="given">Mirella</namePart>
            <namePart type="family">Lapata</namePart>
            <role>
                <roleTerm authority="marcrelator" type="text">editor</roleTerm>
            </role>
        </name>
        <name type="personal">
            <namePart type="given">Phil</namePart>
            <namePart type="family">Blunsom</namePart>
            <role>
                <roleTerm authority="marcrelator" type="text">editor</roleTerm>
            </role>
        </name>
        <name type="personal">
            <namePart type="given">Alexander</namePart>
            <namePart type="family">Koller</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>We put forward an approach that exploits the knowledge encoded in lexical resources in order to induce representations for words that were not encountered frequently during training. Our approach provides an advantage over the past work in that it enables vocabulary expansion not only for morphological variations, but also for infrequent domain specific terms. We performed evaluations in different settings, showing that the technique can provide consistent improvements on multiple benchmarks across domains.</abstract>
    <identifier type="citekey">pilehvar-collier-2017-inducing</identifier>
    <location>
        <url>https://aclanthology.org/E17-2062</url>
    </location>
    <part>
        <date>2017-04</date>
        <extent unit="page">
            <start>388</start>
            <end>393</end>
        </extent>
    </part>
</mods>
</modsCollection>

%0 Conference Proceedings
%T Inducing Embeddings for Rare and Unseen Words by Leveraging Lexical Resources
%A Pilehvar, Mohammad Taher
%A Collier, Nigel
%Y Lapata, Mirella
%Y Blunsom, Phil
%Y Koller, Alexander
%S Proceedings of the 15th Conference of the European Chapter of the Association for Computational Linguistics: Volume 2, Short Papers
%D 2017
%8 April
%I Association for Computational Linguistics
%C Valencia, Spain
%F pilehvar-collier-2017-inducing
%X We put forward an approach that exploits the knowledge encoded in lexical resources in order to induce representations for words that were not encountered frequently during training. Our approach provides an advantage over the past work in that it enables vocabulary expansion not only for morphological variations, but also for infrequent domain specific terms. We performed evaluations in different settings, showing that the technique can provide consistent improvements on multiple benchmarks across domains.
%U https://aclanthology.org/E17-2062
%P 388-393

Markdown (Informal)

[Inducing Embeddings for Rare and Unseen Words by Leveraging Lexical Resources](https://aclanthology.org/E17-2062) (Pilehvar & Collier, EACL 2017)

• Inducing Embeddings for Rare and Unseen Words by Leveraging Lexical Resources (Pilehvar & Collier, EACL 2017)

ACL

• Mohammad Taher Pilehvar and Nigel Collier. 2017. Inducing Embeddings for Rare and Unseen Words by Leveraging Lexical Resources. In Proceedings of the 15th Conference of the European Chapter of the Association for Computational Linguistics: Volume 2, Short Papers, pages 388–393, Valencia, Spain. Association for Computational Linguistics.