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In this paper, we describe the SemanticVox project. SemanticVox aims at providing a real link between speech transcription technologies from Vecsys [8] based on LIMSI research [9] and multimedia documents analysis and retrieval technologies from the Multilingual Multimedia Knowledge Engineering Laboratory (LIC2M) of the CEA-LIST [1]. The first application of the project is a cross-lingual automatic video indexing and retrieval system based on speech transcription and video analysis. The two main novelties of the system are: (i) its ability to manage multilingual queries and documents; (ii) its innovative ranking to sort relevant documents based on a deep analysis of the syntax and semantic of the query. A video of this demonstration is available at http://www.eeng.dcu.ie/~hlborgne/semanticvox.wmv