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Analyzing disagreements

Published:23 August 2008Publication History

ABSTRACT

We address the problem of distinguishing between two sources of disagreement in annotations: genuine subjectivity and slip of attention. The latter is especially likely when the classification task has a default class, as in tasks where annotators need to find instances of the phenomenon of interest, such as in a metaphor detection task discussed here. We apply and extend a data analysis technique proposed by Beigman Klebanov and Shamir (2006) to first distill reliably deliberate (non-chance) annotations and then to estimate the amount of attention slips vs genuine disagreement in the reliably deliberate annotations.

References

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  • Published in

    cover image DL Hosted proceedings
    HumanJudge '08: Proceedings of the Workshop on Human Judgements in Computational Linguistics
    August 2008
    75 pages
    ISBN:9781905593491

    Publisher

    Association for Computational Linguistics

    United States

    Publication History

    • Published: 23 August 2008

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    • research-article

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