Question tagging via graph-guided ranking

Question tagging via graph-guided ranking
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通过图形引导排名进行问题标记

DOI:
10.1145/3468270
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发表时间:
2021
期刊:
ACM Transactions on Information Systems (TOIS)
影响因子:
--
通讯作者:
Liqiang Nie
Liqiang Nie
中科院分区:
其他
文献类型:
--
作者:
Xiao Zhang;Meng Liu;Jianhua Yin;Zhaochun Ren;Liqiang Nie

文献摘要

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随着便携式设备的日益普及和社区问答 (cQA) 网站的普及,用户可以无缝地发布和回答许多问题。为了有效组织信息以实现精准推荐和轻松搜索,这些平台要求用户为他们提出的问题选择主题。然而,由于经验有限,某些用户未能为他们的问题选择合适的主题。因此,自动问题标记成为 cQA 站点的一个紧迫而重要的问题,但由于以下挑战,它并非微不足道。一方面,有大量且有意义的主题可供使用,但尚未在 cQA 站点中使用;如何对它们进行建模并将其标记到相关问题是一个极具挑战性的问题。另一方面,cQA 站点中的相关主题可以组织成有向无环图。有鉴于此,如何利用主题之间的关系来增强……。
With the increasing prevalence of portable devices and the popularity of community Question Answering (cQA) sites, users can seamlessly post and answer many questions. To effectively organize the information for precise recommendation and easy searching, these platforms require users to select topics for their raised questions. However, due to the limited experience, certain users fail to select appropriate topics for their questions. Thereby, automatic question tagging becomes an urgent and vital problem for the cQA sites, yet it is non-trivial due to the following challenges. On the one hand, vast and meaningful topics are available yet not utilized in the cQA sites; how to model and tag them to relevant questions is a highly challenging problem. On the other hand, related topics in the cQA sites may be organized into a directed acyclic graph. In light of this, how to exploit relations among topics to enhance their ….