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Are Open-Domain Question Answering Technologies Useful for Information Access Dialogues?—An Empirical Study and a Proposal of a Novel Challenge

机译:开放域问题解答技术对信息访问对话有用吗?-一项新挑战的实证研究和建议

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摘要

There are strong expectations for the use of question answering technologies in information access dialogues, such as for information gathering and browsing. In this paper, we empirically examine what kinds of abilities are needed for question answering systems in such situations, and propose a challenge for evaluating those abilities objectively and quantitatively. We also show that existing technologies have the potential to address this challenge. From the empirical study, we found that questions that have values and names as answers account for a majority in realistic information-gathering situations and that those sequences of questions contain a wide range of reference expressions and are sometimes complicated by the inclusion of subdialogues and focus shifts. The challenge proposed is not only novel as an evaluation of the handling of information access dialogues, but also includes several valuable ideas such as categorization and characterization of information access dialogues, and introduces three measures to evaluate various aspects in addressing list-type questions and reference test sets for evaluating context-processing ability in isolation.
机译:人们强烈希望在信息访问对话中使用问答技术,例如信息收集和浏览。在本文中,我们根据经验研究了在这种情况下问答系统需要哪些能力,并提出了客观和定量评估这些能力的挑战。我们还表明,现有技术具有应对这一挑战的潜力。从实证研究中,我们发现以值和名称作为答案的问题在现实的信息收集情况下占多数,并且这些问题序列包含范围广泛的参考表达,有时由于包含子对话和焦点而变得复杂转移。提出的挑战不仅是对信息访问对话的处理方式的评价,而且还包括一些有价值的想法,例如信息访问对话的分类和特征,并引入了三种方法来评估处理列表类型问题和参考的各个方面用于独立评估上下文处理能力的测试集。

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