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Building a Corpus and Developing a Question Classifier to Support Messaging-Based Question Answering

机译:建立语料库并开发问题分类器以支持基于消息的问题回答

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We are investigating question classification for restricted domains with the broader goal of supporting mixed-initiative interaction on mobile phones. In this paper, we discuss the development of a new domain-specific corpus of cancer-related questions and our efforts toward training a classifier. This work includes the development of a new taxonomy of expected answer types that we have been evaluating. Our goal is to create software to engage newly diagnosed prostate cancer patients in question-answering dialogs related to their treatment options. We are focusing our work on the interaction environment afforded by text and multimedia (SMS and MMS) messaging using mobile telephones, because of the prevalence of this technology and the growing popularity of text messaging, especially among underserved populations. This work is interesting from a user interface and communication standpoint because, despite this growing popularity, there has been little formal study of this type of interactive communication.
机译:我们正在研究受限领域的问题分类,其更广泛的目标是支持手机上的混合启动交互。在本文中,我们讨论了与癌症相关的问题的新领域特定语料库的开发以及我们在训练分类器方面的努力。这项工作包括开发我们一直在评估的预期答案类型的新分类法。我们的目标是创建一种软件,以使新诊断的前列腺癌患者参与与其治疗选择有关的问答对话框。由于这项技术的普及和文本消息的日益普及,尤其是在服务不足的人群中,我们将工作重点放在了使用移动电话的文本和多媒体消息(SMS和MMS)提供的交互环境上。从用户界面和通信的角度来看,这项工作很有趣,因为尽管这种流行越来越流行,但是很少有关于这种类型的交互式通信的正式研究。

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