<?xml version="1.0" encoding="UTF-8"?>
<modsCollection xmlns="http://www.loc.gov/mods/v3">
<mods ID="janz-maziarz-2021-discriminating">
    <titleInfo>
        <title>Discriminating Homonymy from Polysemy in Wordnets: English, Spanish and Polish Nouns</title>
    </titleInfo>
    <name type="personal">
        <namePart type="given">Arkadiusz</namePart>
        <namePart type="family">Janz</namePart>
        <role>
            <roleTerm authority="marcrelator" type="text">author</roleTerm>
        </role>
    </name>
    <name type="personal">
        <namePart type="given">Marek</namePart>
        <namePart type="family">Maziarz</namePart>
        <role>
            <roleTerm authority="marcrelator" type="text">author</roleTerm>
        </role>
    </name>
    <originInfo>
        <dateIssued>2021-01</dateIssued>
    </originInfo>
    <typeOfResource>text</typeOfResource>
    <relatedItem type="host">
        <titleInfo>
            <title>Proceedings of the 11th Global Wordnet Conference</title>
        </titleInfo>
        <name type="personal">
            <namePart type="given">Piek</namePart>
            <namePart type="family">Vossen</namePart>
            <role>
                <roleTerm authority="marcrelator" type="text">editor</roleTerm>
            </role>
        </name>
        <name type="personal">
            <namePart type="given">Christiane</namePart>
            <namePart type="family">Fellbaum</namePart>
            <role>
                <roleTerm authority="marcrelator" type="text">editor</roleTerm>
            </role>
        </name>
        <originInfo>
            <publisher>Global Wordnet Association</publisher>
            <place>
                <placeTerm type="text">University of South Africa (UNISA)</placeTerm>
            </place>
        </originInfo>
        <genre authority="marcgt">conference publication</genre>
    </relatedItem>
    <abstract>We propose a novel method of homonymy-polysemy discrimination for three Indo-European Languages (English, Spanish and Polish). Support vector machines and LASSO logistic regression were successfully used in this task, outperforming baselines. The feature set utilised lemma properties, gloss similarities, graph distances and polysemy patterns. The proposed ML models performed equally well for English and the other two languages (constituting testing data sets). The algorithms not only ruled out most cases of homonymy but also were efficacious in distinguishing between closer and indirect semantic relatedness.</abstract>
    <identifier type="citekey">janz-maziarz-2021-discriminating</identifier>
    <location>
        <url>https://aclanthology.org/2021.gwc-1.7</url>
    </location>
    <part>
        <date>2021-01</date>
        <extent unit="page">
            <start>53</start>
            <end>62</end>
        </extent>
    </part>
</mods>
</modsCollection>

%0 Conference Proceedings
%T Discriminating Homonymy from Polysemy in Wordnets: English, Spanish and Polish Nouns
%A Janz, Arkadiusz
%A Maziarz, Marek
%Y Vossen, Piek
%Y Fellbaum, Christiane
%S Proceedings of the 11th Global Wordnet Conference
%D 2021
%8 January
%I Global Wordnet Association
%C University of South Africa (UNISA)
%F janz-maziarz-2021-discriminating
%X We propose a novel method of homonymy-polysemy discrimination for three Indo-European Languages (English, Spanish and Polish). Support vector machines and LASSO logistic regression were successfully used in this task, outperforming baselines. The feature set utilised lemma properties, gloss similarities, graph distances and polysemy patterns. The proposed ML models performed equally well for English and the other two languages (constituting testing data sets). The algorithms not only ruled out most cases of homonymy but also were efficacious in distinguishing between closer and indirect semantic relatedness.
%U https://aclanthology.org/2021.gwc-1.7
%P 53-62

Markdown (Informal)

[Discriminating Homonymy from Polysemy in Wordnets: English, Spanish and Polish Nouns](https://aclanthology.org/2021.gwc-1.7) (Janz & Maziarz, GWC 2021)

• Discriminating Homonymy from Polysemy in Wordnets: English, Spanish and Polish Nouns (Janz & Maziarz, GWC 2021)

ACL

• Arkadiusz Janz and Marek Maziarz. 2021. Discriminating Homonymy from Polysemy in Wordnets: English, Spanish and Polish Nouns. In Proceedings of the 11th Global Wordnet Conference, pages 53–62, University of South Africa (UNISA). Global Wordnet Association.