Group deliberation enables people to collaborate and solve problems, however, it is understudied due to a lack of resources. To this end, we introduce the first publicly available dataset containing collaborative conversations on solving a well-established cognitive task, consisting of 500 group dialogues and 14k utterances. In 64% of these conversations, the group members are able to find a better solution than they had identified individually, and in 43.8% of the groups who had a correct answer as their final solution, none of the participants had solved the task correctly by themselves. Furthermore, we propose a novel annotation schema that captures deliberation cues and release all 14k utterances annotated with it. Finally, we use the proposed dataset to develop and evaluate two methods for generating deliberation utterances. The data collection platform, dataset and annotated corpus are publicly available at https://delibot.xyz.
翻译:团体决策使人们能够合作解决问题,然而因缺乏资源,该领域仍未得到足够的研究。因此,我们介绍了第一个公开可用的数据集,其中包含有关解决一个已经建立良好的认知任务的合作对话,其中包括500个组对话和14,000个话语。在这些对话中,64%的小组成员能够找到比他们单独进行的有效的解决方法,并且在43.8%寻求正确答案的小组中,没有任何一个参与者单独解决了该任务。此外,我们提出了一个新颖的注释方案,捕捉到决策提示,并公开了所有14,000个附有标注的话语。最后,我们使用所提供的数据集开发和评估了两种生成决策话语的方法。数据收集平台、数据集和带注释的语料库可在 https://delibot.xyz 上公开获取。