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Harnessing Engagement for Knowledge Creation Acceleration in Collaborative QA Systems

机译:在协作问答系统中利用知识创建加速的参与

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Thanks to reputation and gamification mechanisms, collaborative question answering systems coordinate the process of topical knowledge creation of thousands of users. While successful, these systems face many challenges: on one hand, the volume of submitted questions overgrows the amount of new users willing, and capable, of answering them. On the other hand, existing users need to be retained and optimally allocated. Previous work demonstrates the positive effects that two important aspects, namely engagement and expertise valorisation, can have on user quality and quantity of participation. The magnitude of their effect can greatly vary across users and across topics. In this paper we advocate for a more in-depth study of the interplay that exists between user engagement factors in question answering systems. Our working hypothesis is that the process of knowledge creation can be accelerated by better understanding and exploiting the combined effects of the interests and expertise of users, with their intrinsic and extrinsic motivations. We perform a study over 6 years of data from the Stack Overflow platform. By defining metrics of expertise and (intrinsic and extrinsic) motivations, we show how they distribute and correlate across platform's users and topics. By means of an off-line question routing experiment, we show how topic-specific combinations of motivations and expertise can help accelerating the knowledge creation process.
机译:由于声誉和娱乐机制,协作问题应答系统协调成千上万用户的主题知识的过程。虽然成功,这些系统面临着许多挑战:一方面,提交问题的数量过度规定了愿意的新用户和能力的回答。另一方面,需要保留和最佳地分配现有用户。以前的工作证明了两个重要方面,即订婚和专业知识储存的积极影响,可以对用户的质量和参与数量。其效果的大小可以极大地因用户和跨主题而变化。在本文中,我们提倡更深入地研究了问题应答系统中的用户参与因子之间存在的相互作用。我们的工作假设是,通过更好地理解和利用用户的利益和专业知识的综合影响,可以加速知识创建的过程,以其内在和外在的动机。我们从堆栈溢出平台执行6年多的数据。通过定义专业知识和(内在和外在)动机的指标,我们展示了它们如何在平台的用户和主题上分发和关联。通过离线问题路由实验,我们展示了特定于主题的动机和专业知识的组合如何帮助加速知识创造过程。

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