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On the impact of group size on collaborative search effectiveness

机译:论集团规模对协同搜索效果的影响

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While today's web search engines are designed for single-user search, over the years research efforts have shown that complex information needs-which are explorative, open-ended and multi-faceted-can be answered more efficiently and effectively when searching in collaboration. Collaborative search (and sensemaking) research has investigated techniques, algorithms and interface affordances to gain insights and improve the collaborative search process. It is not hard to imagine that the size of the group collaborating on a search task significantly influences the group's behaviour and search effectiveness. However, a common denominator across almost all existing studies is a fixed group size-usually either pairs, triads or in a few cases four users collaborating. Investigations into larger group sizes and the impact of group size dynamics on users' behaviour and search metrics have so far rarely been considered-and when, then only in a simulation setup. In this work, we investigate in a large-scale user experiment to what extent those simulation results carry over to the real world. To this end, we extended our collaborative search framework SearchX with algorithmic mediation features and ran a large-scale experiment with more than 300 crowd-workers. We consider the collaboration group size as a dependent variable, and investigate collaborations between groups of up to six people. We find that most prior simulation-based results on the impact of collaboration group size on behaviour and search effectiveness cannot be reproduced in our user experiment.
机译:虽然今天的网络搜索引擎是为单用户搜索而设计的,但在多年来,研究努力表明,在搜索协作时,可以更有效地回答复杂的信息需求 - 这是探索性,开放和多方面的。协作搜索(和Sensemaking)研究具有调查的技术,算法和界面可承受能力,以获得见解和改进协作搜索过程。不难想象,在搜索任务上合作的小组的大小显着影响集团的行为和搜索效果。然而,几乎所有现有研究的共同分母是固定组大小 - 通常是成对的,三合会或在几个例子中协作。到目前为止,还研究了进入更大的组大小和组大小动态对用户行为和搜索量级的影响,而且只有在模拟设置中。在这项工作中,我们在大规模的用户实验中调查,这些模拟结果涉及到现实世界的程度。为此,我们将我们的协作搜索框架SearchX扩展了算法中介特征,并在300多名人群中运行了大规模的实验。我们将协作组大小视为受抚养变量,并调查最多六个人之间的合作。我们发现,在我们的用户实验中,最先前的基于模拟的结果对协作组规模对行为和搜索有效性的影响。

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