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Word Recognition Errors and Relevance Feedback in Spoken Query Processing

机译:口语查询处理中的单词识别错误和相关反馈

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摘要

Given the typical length of queries submitted to Information Retrieval systems, it is easy to imagine that the effects of word recognition errors (WRE) in spoken queries must be severely destructive on the system's effectiveness. The effects of word recognition errors in Spoken Document Retrieval have been well studied and well reported in recent Information Retrieval literature, but much less experimental work has been devoted to studying the effects of word recognition errors in Spoken Query Processing (SQP). The experimental work reported in this paper shows that the use of classical IR techniques for SQP is quite robust to considerably high levels of WRE, in particular for long queries. Moreover, in the case of short queries, both standard relevance feedback and pseudo relevance feedback can be effectively employed to improve the effectiveness of SQP.
机译:考虑到提交给信息检索系统的查询的典型长度,很容易想象口语查询中的单词识别错误(WRE)的影响必须严重破坏系统的有效性。在最近的信息检索文献中,对单词识别错误在语音文档检索中的影响已进行了充分的研究并得到了很好的报道,但是很少有实验工作致力于研究单词查询错误在语音查询处理(SQP)中的影响。本文报道的实验工作表明,针对SQP的经典IR技术的使用对于相当高的WRE而言是相当健壮的,尤其是对于长查询而言。此外,在短查询的情况下,可以有效地使用标准相关性反馈和伪相关性反馈来提高SQP的有效性。

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