Explaining Predictions of Non-Linear Classifiers in NLP

Leila Arras; Franziska Horn; Grégoire Montavon; Klaus-Robert Müller; Wojciech Samek

doi:10.18653/v1/W16-1601

Explaining Predictions of Non-Linear Classifiers in NLP

Leila Arras, Franziska Horn, Grégoire Montavon, Klaus-Robert Müller, Wojciech Samek

Correct Metadata for

Important: The Anthology treat PDFs as authoritative. Please use this form only to correct data that is out of line with the PDF. See our corrections guidelines if you need to change the PDF.

Title Adjust the title. Retain tags such as <fixed-case>.

Authors Adjust author names and order to match the PDF.

Abstract Correct abstract if needed. Retain XML formatting tags such as <tex-math>.

Verification against PDF Ensure that the new title/authors match the snapshot below. (If there is no snapshot or it is too small, consult the PDF.)

Authors concatenated from the text boxes above:

ALL author names match the snapshot above—including middle initials, hyphens, and accents.

Anthology ID:: W16-1601
Volume:: Proceedings of the 1st Workshop on Representation Learning for NLP
Month:: August
Year:: 2016
Address:: Berlin, Germany
Editors:: Phil Blunsom, Kyunghyun Cho, Shay Cohen, Edward Grefenstette, Karl Moritz Hermann, Laura Rimell, Jason Weston, Scott Wen-tau Yih
Venue:: RepL4NLP
SIG:: SIGREP
Publisher:: Association for Computational Linguistics
Note:
Pages:: 1–7
Language:
URL:: https://aclanthology.org/W16-1601/
DOI:: 10.18653/v1/W16-1601
Bibkey:
Cite (ACL):: Leila Arras, Franziska Horn, Grégoire Montavon, Klaus-Robert Müller, and Wojciech Samek. 2016. Explaining Predictions of Non-Linear Classifiers in NLP. In Proceedings of the 1st Workshop on Representation Learning for NLP, pages 1–7, Berlin, Germany. Association for Computational Linguistics.
Cite (Informal):: Explaining Predictions of Non-Linear Classifiers in NLP (Arras et al., RepL4NLP 2016)
Copy Citation:
PDF:: https://aclanthology.org/W16-1601.pdf

PDF Cite Search Fix data

Export citation

BibTeX
MODS XML
Endnote
Preformatted

@inproceedings{arras-etal-2016-explaining,
    title = "Explaining Predictions of Non-Linear Classifiers in {NLP}",
    author = {Arras, Leila  and
      Horn, Franziska  and
      Montavon, Gr{\'e}goire  and
      M{\"u}ller, Klaus-Robert  and
      Samek, Wojciech},
    editor = "Blunsom, Phil  and
      Cho, Kyunghyun  and
      Cohen, Shay  and
      Grefenstette, Edward  and
      Hermann, Karl Moritz  and
      Rimell, Laura  and
      Weston, Jason  and
      Yih, Scott Wen-tau",
    booktitle = "Proceedings of the 1st Workshop on Representation Learning for {NLP}",
    month = aug,
    year = "2016",
    address = "Berlin, Germany",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/W16-1601/",
    doi = "10.18653/v1/W16-1601",
    pages = "1--7"
}

Download as File

<?xml version="1.0" encoding="UTF-8"?>
<modsCollection xmlns="http://www.loc.gov/mods/v3">
<mods ID="arras-etal-2016-explaining">
    <titleInfo>
        <title>Explaining Predictions of Non-Linear Classifiers in NLP</title>
    </titleInfo>
    <name type="personal">
        <namePart type="given">Leila</namePart>
        <namePart type="family">Arras</namePart>
        <role>
            <roleTerm authority="marcrelator" type="text">author</roleTerm>
        </role>
    </name>
    <name type="personal">
        <namePart type="given">Franziska</namePart>
        <namePart type="family">Horn</namePart>
        <role>
            <roleTerm authority="marcrelator" type="text">author</roleTerm>
        </role>
    </name>
    <name type="personal">
        <namePart type="given">Grégoire</namePart>
        <namePart type="family">Montavon</namePart>
        <role>
            <roleTerm authority="marcrelator" type="text">author</roleTerm>
        </role>
    </name>
    <name type="personal">
        <namePart type="given">Klaus-Robert</namePart>
        <namePart type="family">Müller</namePart>
        <role>
            <roleTerm authority="marcrelator" type="text">author</roleTerm>
        </role>
    </name>
    <name type="personal">
        <namePart type="given">Wojciech</namePart>
        <namePart type="family">Samek</namePart>
        <role>
            <roleTerm authority="marcrelator" type="text">author</roleTerm>
        </role>
    </name>
    <originInfo>
        <dateIssued>2016-08</dateIssued>
    </originInfo>
    <typeOfResource>text</typeOfResource>
    <relatedItem type="host">
        <titleInfo>
            <title>Proceedings of the 1st Workshop on Representation Learning for NLP</title>
        </titleInfo>
        <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">Kyunghyun</namePart>
            <namePart type="family">Cho</namePart>
            <role>
                <roleTerm authority="marcrelator" type="text">editor</roleTerm>
            </role>
        </name>
        <name type="personal">
            <namePart type="given">Shay</namePart>
            <namePart type="family">Cohen</namePart>
            <role>
                <roleTerm authority="marcrelator" type="text">editor</roleTerm>
            </role>
        </name>
        <name type="personal">
            <namePart type="given">Edward</namePart>
            <namePart type="family">Grefenstette</namePart>
            <role>
                <roleTerm authority="marcrelator" type="text">editor</roleTerm>
            </role>
        </name>
        <name type="personal">
            <namePart type="given">Karl</namePart>
            <namePart type="given">Moritz</namePart>
            <namePart type="family">Hermann</namePart>
            <role>
                <roleTerm authority="marcrelator" type="text">editor</roleTerm>
            </role>
        </name>
        <name type="personal">
            <namePart type="given">Laura</namePart>
            <namePart type="family">Rimell</namePart>
            <role>
                <roleTerm authority="marcrelator" type="text">editor</roleTerm>
            </role>
        </name>
        <name type="personal">
            <namePart type="given">Jason</namePart>
            <namePart type="family">Weston</namePart>
            <role>
                <roleTerm authority="marcrelator" type="text">editor</roleTerm>
            </role>
        </name>
        <name type="personal">
            <namePart type="given">Scott</namePart>
            <namePart type="given">Wen-tau</namePart>
            <namePart type="family">Yih</namePart>
            <role>
                <roleTerm authority="marcrelator" type="text">editor</roleTerm>
            </role>
        </name>
        <originInfo>
            <publisher>Association for Computational Linguistics</publisher>
            <place>
                <placeTerm type="text">Berlin, Germany</placeTerm>
            </place>
        </originInfo>
        <genre authority="marcgt">conference publication</genre>
    </relatedItem>
    <identifier type="citekey">arras-etal-2016-explaining</identifier>
    <identifier type="doi">10.18653/v1/W16-1601</identifier>
    <location>
        <url>https://aclanthology.org/W16-1601/</url>
    </location>
    <part>
        <date>2016-08</date>
        <extent unit="page">
            <start>1</start>
            <end>7</end>
        </extent>
    </part>
</mods>
</modsCollection>

Download as File

%0 Conference Proceedings
%T Explaining Predictions of Non-Linear Classifiers in NLP
%A Arras, Leila
%A Horn, Franziska
%A Montavon, Grégoire
%A Müller, Klaus-Robert
%A Samek, Wojciech
%Y Blunsom, Phil
%Y Cho, Kyunghyun
%Y Cohen, Shay
%Y Grefenstette, Edward
%Y Hermann, Karl Moritz
%Y Rimell, Laura
%Y Weston, Jason
%Y Yih, Scott Wen-tau
%S Proceedings of the 1st Workshop on Representation Learning for NLP
%D 2016
%8 August
%I Association for Computational Linguistics
%C Berlin, Germany
%F arras-etal-2016-explaining
%R 10.18653/v1/W16-1601
%U https://aclanthology.org/W16-1601/
%U https://doi.org/10.18653/v1/W16-1601
%P 1-7

Download as File

Markdown (Informal)

[Explaining Predictions of Non-Linear Classifiers in NLP](https://aclanthology.org/W16-1601/) (Arras et al., RepL4NLP 2016)

Explaining Predictions of Non-Linear Classifiers in NLP (Arras et al., RepL4NLP 2016)

ACL

Leila Arras, Franziska Horn, Grégoire Montavon, Klaus-Robert Müller, and Wojciech Samek. 2016. Explaining Predictions of Non-Linear Classifiers in NLP. In Proceedings of the 1st Workshop on Representation Learning for NLP, pages 1–7, Berlin, Germany. Association for Computational Linguistics.