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        <title>CAMB at CWI Shared Task 2018: Complex Word Identification with Ensemble-Based Voting</title>
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    <name type="personal">
        <namePart type="given">Sian</namePart>
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            <title>Proceedings of the Thirteenth Workshop on Innovative Use of NLP for Building Educational Applications</title>
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            <namePart type="given">Joel</namePart>
            <namePart type="family">Tetreault</namePart>
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            <namePart type="given">Jill</namePart>
            <namePart type="family">Burstein</namePart>
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        <name type="personal">
            <namePart type="given">Helen</namePart>
            <namePart type="family">Yannakoudakis</namePart>
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    <abstract>This paper presents the winning systems we submitted to the Complex Word Identification Shared Task 2018. We describe our best performing systems’ implementations and discuss our key findings from this research. Our best-performing systems achieve an F1 score of 0.8792 on the NEWS, 0.8430 on the WIKINEWS and 0.8115 on the WIKIPEDIA test sets in the monolingual English binary classification track, and a mean absolute error of 0.0558 on the NEWS, 0.0674 on the WIKINEWS and 0.0739 on the WIKIPEDIA test sets in the probabilistic track.</abstract>
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%0 Conference Proceedings
%T CAMB at CWI Shared Task 2018: Complex Word Identification with Ensemble-Based Voting
%A Gooding, Sian
%A Kochmar, Ekaterina
%Y Tetreault, Joel
%Y Burstein, Jill
%Y Kochmar, Ekaterina
%Y Leacock, Claudia
%Y Yannakoudakis, Helen
%S Proceedings of the Thirteenth Workshop on Innovative Use of NLP for Building Educational Applications
%D 2018
%8 June
%I Association for Computational Linguistics
%C New Orleans, Louisiana
%F gooding-kochmar-2018-camb
%X This paper presents the winning systems we submitted to the Complex Word Identification Shared Task 2018. We describe our best performing systems’ implementations and discuss our key findings from this research. Our best-performing systems achieve an F1 score of 0.8792 on the NEWS, 0.8430 on the WIKINEWS and 0.8115 on the WIKIPEDIA test sets in the monolingual English binary classification track, and a mean absolute error of 0.0558 on the NEWS, 0.0674 on the WIKINEWS and 0.0739 on the WIKIPEDIA test sets in the probabilistic track.
%R 10.18653/v1/W18-0520
%U https://aclanthology.org/W18-0520
%U https://doi.org/10.18653/v1/W18-0520
%P 184-194

Markdown (Informal)

[CAMB at CWI Shared Task 2018: Complex Word Identification with Ensemble-Based Voting](https://aclanthology.org/W18-0520) (Gooding & Kochmar, BEA 2018)

• CAMB at CWI Shared Task 2018: Complex Word Identification with Ensemble-Based Voting (Gooding & Kochmar, BEA 2018)

ACL

• Sian Gooding and Ekaterina Kochmar. 2018. CAMB at CWI Shared Task 2018: Complex Word Identification with Ensemble-Based Voting. In Proceedings of the Thirteenth Workshop on Innovative Use of NLP for Building Educational Applications, pages 184–194, New Orleans, Louisiana. Association for Computational Linguistics.