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Perceptions of system competence and communicative ability, termed partnermodels, play a significant role in speech interface interaction. Yet we do notknow what the core dimensions of this concept are. Taking a psycholexicalapproach, our paper is the first to identify the key dimensions that definepartner models in speech agent interaction. Through a repertory grid study(N=21), a review of key subjective questionnaires, an expert review ofresulting word pairs and an online study of 356 user of speech interfaces, weidentify three key dimensions that make up a users' partner model: 1)perceptions toward competence and capability; 2) assessment of human-likeness;and 3) a system's perceived cognitive flexibility. We discuss the implicationsfor partner modelling as a concept, emphasising the importance of salience andthe dynamic nature of these perceptions.

What Do We See in Them? Identifying Dimensions of Partner Models for Speech Interfaces Using a Psycholexical Approach