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The Influence of Backstories on Queries with Varying Levels of Intent in Task-Based Specialised Information Retrieval

机译:背景知识对基于任务的专业信息检索中意图水平不同的查询的影响

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Various ways of determining ambiguity of search queries exist for general search. Relevancy of result documents for searches however is not determined by the query alone. The current user intent is what drives a search and determines if results are useful. Intent ambiguity describes queries that might have multiple intents. Conventional disambiguation methods might not work in specialised search where a goal is usually similar or the same (e.g. finding job offerings in job search). Research described in this document investigates how to determine single and possible multi-intent queries for job search and how contextual information, especially backstories, affect the job search process. Results will lead to a better understanding of how important backstories and the handling of intent ambiguity are in specialised information retrieval. The importance of test collections with built-in ambiguity to better test performance will also be indicated. The proposed research is conducted with data from a major Australian job search platform.
机译:存在用于一般搜索的确定搜索查询的歧义性的各种方式。但是,搜索结果文件的相关性不是仅由查询确定的。当前的用户意图是驱动搜索并确定结果是否有用的因素。意图模糊性描述了可能具有多个意图的查询。传统的消歧方法可能不适用于目标通常相似或相同的专门搜索(例如,在求职中查找工作机会)。本文档中描述的研究调查了如何确定用于求职的单个和可能的多意图查询,以及上下文信息(尤其是背景故事)如何影响求职过程。结果将使人们更好地理解背景知识和意图模糊处理在专门的信息检索中有多重要。还应指出具有内在歧义的测试集合对于提高测试性能的重要性。这项拟议的研究是利用澳大利亚主要求职平台的数据进行的。

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