<?xml version="1.0" encoding="UTF-8"?>
<modsCollection xmlns="http://www.loc.gov/mods/v3">
<mods ID="kumar-etal-2019-didnt">
    <titleInfo>
        <title>Why Didn’t You Listen to Me? Comparing User Control of Human-in-the-Loop Topic Models</title>
    </titleInfo>
    <name type="personal">
        <namePart type="given">Varun</namePart>
        <namePart type="family">Kumar</namePart>
        <role>
            <roleTerm authority="marcrelator" type="text">author</roleTerm>
        </role>
    </name>
    <name type="personal">
        <namePart type="given">Alison</namePart>
        <namePart type="family">Smith-Renner</namePart>
        <role>
            <roleTerm authority="marcrelator" type="text">author</roleTerm>
        </role>
    </name>
    <name type="personal">
        <namePart type="given">Leah</namePart>
        <namePart type="family">Findlater</namePart>
        <role>
            <roleTerm authority="marcrelator" type="text">author</roleTerm>
        </role>
    </name>
    <name type="personal">
        <namePart type="given">Kevin</namePart>
        <namePart type="family">Seppi</namePart>
        <role>
            <roleTerm authority="marcrelator" type="text">author</roleTerm>
        </role>
    </name>
    <name type="personal">
        <namePart type="given">Jordan</namePart>
        <namePart type="family">Boyd-Graber</namePart>
        <role>
            <roleTerm authority="marcrelator" type="text">author</roleTerm>
        </role>
    </name>
    <originInfo>
        <dateIssued>2019-07</dateIssued>
    </originInfo>
    <typeOfResource>text</typeOfResource>
    <relatedItem type="host">
        <titleInfo>
            <title>Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics</title>
        </titleInfo>
        <name type="personal">
            <namePart type="given">Anna</namePart>
            <namePart type="family">Korhonen</namePart>
            <role>
                <roleTerm authority="marcrelator" type="text">editor</roleTerm>
            </role>
        </name>
        <name type="personal">
            <namePart type="given">David</namePart>
            <namePart type="family">Traum</namePart>
            <role>
                <roleTerm authority="marcrelator" type="text">editor</roleTerm>
            </role>
        </name>
        <name type="personal">
            <namePart type="given">Lluís</namePart>
            <namePart type="family">Màrquez</namePart>
            <role>
                <roleTerm authority="marcrelator" type="text">editor</roleTerm>
            </role>
        </name>
        <originInfo>
            <publisher>Association for Computational Linguistics</publisher>
            <place>
                <placeTerm type="text">Florence, Italy</placeTerm>
            </place>
        </originInfo>
        <genre authority="marcgt">conference publication</genre>
    </relatedItem>
    <abstract>To address the lack of comparative evaluation of Human-in-the-Loop Topic Modeling (HLTM) systems, we implement and evaluate three contrasting HLTM modeling approaches using simulation experiments. These approaches extend previously proposed frameworks, including constraints and informed prior-based methods. Users should have a sense of control in HLTM systems, so we propose a control metric to measure whether refinement operations’ results match users’ expectations. Informed prior-based methods provide better control than constraints, but constraints yield higher quality topics.</abstract>
    <identifier type="citekey">kumar-etal-2019-didnt</identifier>
    <identifier type="doi">10.18653/v1/P19-1637</identifier>
    <location>
        <url>https://aclanthology.org/P19-1637</url>
    </location>
    <part>
        <date>2019-07</date>
        <extent unit="page">
            <start>6323</start>
            <end>6330</end>
        </extent>
    </part>
</mods>
</modsCollection>

%0 Conference Proceedings
%T Why Didn’t You Listen to Me? Comparing User Control of Human-in-the-Loop Topic Models
%A Kumar, Varun
%A Smith-Renner, Alison
%A Findlater, Leah
%A Seppi, Kevin
%A Boyd-Graber, Jordan
%Y Korhonen, Anna
%Y Traum, David
%Y Màrquez, Lluís
%S Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics
%D 2019
%8 July
%I Association for Computational Linguistics
%C Florence, Italy
%F kumar-etal-2019-didnt
%X To address the lack of comparative evaluation of Human-in-the-Loop Topic Modeling (HLTM) systems, we implement and evaluate three contrasting HLTM modeling approaches using simulation experiments. These approaches extend previously proposed frameworks, including constraints and informed prior-based methods. Users should have a sense of control in HLTM systems, so we propose a control metric to measure whether refinement operations’ results match users’ expectations. Informed prior-based methods provide better control than constraints, but constraints yield higher quality topics.
%R 10.18653/v1/P19-1637
%U https://aclanthology.org/P19-1637
%U https://doi.org/10.18653/v1/P19-1637
%P 6323-6330

Markdown (Informal)

[Why Didn’t You Listen to Me? Comparing User Control of Human-in-the-Loop Topic Models](https://aclanthology.org/P19-1637) (Kumar et al., ACL 2019)

• Why Didn’t You Listen to Me? Comparing User Control of Human-in-the-Loop Topic Models (Kumar et al., ACL 2019)

ACL

• Varun Kumar, Alison Smith-Renner, Leah Findlater, Kevin Seppi, and Jordan Boyd-Graber. 2019. Why Didn’t You Listen to Me? Comparing User Control of Human-in-the-Loop Topic Models. In Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics, pages 6323–6330, Florence, Italy. Association for Computational Linguistics.