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Voice search is becoming a popular mode for interacting with search engines.As a result, research has gone into building better voice transcriptionengines, interfaces, and search engines that better handle inherent verbosityof queries. However, when one considers its use by non- native speakers ofEnglish, another aspect that becomes important is the formulation of the queryby users. In this paper, we present the results of a preliminary study that weconducted with non-native English speakers who formulate queries for givenretrieval tasks. Our results show that the current search engines are sensitivein their rankings to the query formulation, and thus highlights the need fordeveloping more robust ranking methods.

Mind Your Language: Effects of Spoken Query Formulation on Retrieval Effectiveness