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        <title>Roles and Success in Wikipedia Talk Pages: Identifying Latent Patterns of Behavior</title>
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    <abstract>In this work we investigate how role-based behavior profiles of a Wikipedia editor, considered against the backdrop of roles taken up by other editors in discussions, predict the success of the editor at achieving an impact on the associated article. We first contribute a new public dataset including a task predicting the success of Wikipedia editors involved in discussion, measured by an operationalization of the lasting impact of their edits in the article. We then propose a probabilistic graphical model that advances earlier work inducing latent discussion roles using the light supervision of success in the negotiation task. We evaluate the performance of the model and interpret findings of roles and group configurations that lead to certain outcomes on Wikipedia.</abstract>
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%0 Conference Proceedings
%T Roles and Success in Wikipedia Talk Pages: Identifying Latent Patterns of Behavior
%A Maki, Keith
%A Yoder, Michael
%A Jo, Yohan
%A Rosé, Carolyn
%Y Kondrak, Greg
%Y Watanabe, Taro
%S Proceedings of the Eighth International Joint Conference on Natural Language Processing (Volume 1: Long Papers)
%D 2017
%8 November
%I Asian Federation of Natural Language Processing
%C Taipei, Taiwan
%F maki-etal-2017-roles
%X In this work we investigate how role-based behavior profiles of a Wikipedia editor, considered against the backdrop of roles taken up by other editors in discussions, predict the success of the editor at achieving an impact on the associated article. We first contribute a new public dataset including a task predicting the success of Wikipedia editors involved in discussion, measured by an operationalization of the lasting impact of their edits in the article. We then propose a probabilistic graphical model that advances earlier work inducing latent discussion roles using the light supervision of success in the negotiation task. We evaluate the performance of the model and interpret findings of roles and group configurations that lead to certain outcomes on Wikipedia.
%U https://aclanthology.org/I17-1103/
%P 1026-1035

Markdown (Informal)

[Roles and Success in Wikipedia Talk Pages: Identifying Latent Patterns of Behavior](https://aclanthology.org/I17-1103/) (Maki et al., IJCNLP 2017)

• Roles and Success in Wikipedia Talk Pages: Identifying Latent Patterns of Behavior (Maki et al., IJCNLP 2017)

ACL

• Keith Maki, Michael Yoder, Yohan Jo, and Carolyn Rosé. 2017. Roles and Success in Wikipedia Talk Pages: Identifying Latent Patterns of Behavior. In Proceedings of the Eighth International Joint Conference on Natural Language Processing (Volume 1: Long Papers), pages 1026–1035, Taipei, Taiwan. Asian Federation of Natural Language Processing.