<?xml version="1.0" encoding="UTF-8"?>
<modsCollection xmlns="http://www.loc.gov/mods/v3">
<mods ID="spiliopoulou-etal-2020-definition">
    <titleInfo>
        <title>Definition Frames: Using Definitions for Hybrid Concept Representations</title>
    </titleInfo>
    <name type="personal">
        <namePart type="given">Evangelia</namePart>
        <namePart type="family">Spiliopoulou</namePart>
        <role>
            <roleTerm authority="marcrelator" type="text">author</roleTerm>
        </role>
    </name>
    <name type="personal">
        <namePart type="given">Artidoro</namePart>
        <namePart type="family">Pagnoni</namePart>
        <role>
            <roleTerm authority="marcrelator" type="text">author</roleTerm>
        </role>
    </name>
    <name type="personal">
        <namePart type="given">Eduard</namePart>
        <namePart type="family">Hovy</namePart>
        <role>
            <roleTerm authority="marcrelator" type="text">author</roleTerm>
        </role>
    </name>
    <originInfo>
        <dateIssued>2020-12</dateIssued>
    </originInfo>
    <typeOfResource>text</typeOfResource>
    <relatedItem type="host">
        <titleInfo>
            <title>Proceedings of the 28th International Conference on Computational Linguistics</title>
        </titleInfo>
        <name type="personal">
            <namePart type="given">Donia</namePart>
            <namePart type="family">Scott</namePart>
            <role>
                <roleTerm authority="marcrelator" type="text">editor</roleTerm>
            </role>
        </name>
        <name type="personal">
            <namePart type="given">Nuria</namePart>
            <namePart type="family">Bel</namePart>
            <role>
                <roleTerm authority="marcrelator" type="text">editor</roleTerm>
            </role>
        </name>
        <name type="personal">
            <namePart type="given">Chengqing</namePart>
            <namePart type="family">Zong</namePart>
            <role>
                <roleTerm authority="marcrelator" type="text">editor</roleTerm>
            </role>
        </name>
        <originInfo>
            <publisher>International Committee on Computational Linguistics</publisher>
            <place>
                <placeTerm type="text">Barcelona, Spain (Online)</placeTerm>
            </place>
        </originInfo>
        <genre authority="marcgt">conference publication</genre>
    </relatedItem>
    <abstract>Advances in word representations have shown tremendous improvements in downstream NLP tasks, but lack semantic interpretability. In this paper, we introduce Definition Frames (DF), a matrix distributed representation extracted from definitions, where each dimension is semantically interpretable. DF dimensions correspond to the Qualia structure relations: a set of relations that uniquely define a term. Our results show that DFs have competitive performance with other distributional semantic approaches on word similarity tasks.</abstract>
    <identifier type="citekey">spiliopoulou-etal-2020-definition</identifier>
    <identifier type="doi">10.18653/v1/2020.coling-main.273</identifier>
    <location>
        <url>https://aclanthology.org/2020.coling-main.273</url>
    </location>
    <part>
        <date>2020-12</date>
        <extent unit="page">
            <start>3060</start>
            <end>3068</end>
        </extent>
    </part>
</mods>
</modsCollection>

%0 Conference Proceedings
%T Definition Frames: Using Definitions for Hybrid Concept Representations
%A Spiliopoulou, Evangelia
%A Pagnoni, Artidoro
%A Hovy, Eduard
%Y Scott, Donia
%Y Bel, Nuria
%Y Zong, Chengqing
%S Proceedings of the 28th International Conference on Computational Linguistics
%D 2020
%8 December
%I International Committee on Computational Linguistics
%C Barcelona, Spain (Online)
%F spiliopoulou-etal-2020-definition
%X Advances in word representations have shown tremendous improvements in downstream NLP tasks, but lack semantic interpretability. In this paper, we introduce Definition Frames (DF), a matrix distributed representation extracted from definitions, where each dimension is semantically interpretable. DF dimensions correspond to the Qualia structure relations: a set of relations that uniquely define a term. Our results show that DFs have competitive performance with other distributional semantic approaches on word similarity tasks.
%R 10.18653/v1/2020.coling-main.273
%U https://aclanthology.org/2020.coling-main.273
%U https://doi.org/10.18653/v1/2020.coling-main.273
%P 3060-3068

Markdown (Informal)

[Definition Frames: Using Definitions for Hybrid Concept Representations](https://aclanthology.org/2020.coling-main.273) (Spiliopoulou et al., COLING 2020)

• Definition Frames: Using Definitions for Hybrid Concept Representations (Spiliopoulou et al., COLING 2020)

ACL

• Evangelia Spiliopoulou, Artidoro Pagnoni, and Eduard Hovy. 2020. Definition Frames: Using Definitions for Hybrid Concept Representations. In Proceedings of the 28th International Conference on Computational Linguistics, pages 3060–3068, Barcelona, Spain (Online). International Committee on Computational Linguistics.