The RAPACE project focuses on the implementation of a deep neural architecture, associating specialized hidden layers, to develop a fully neural system of speech processing. The aim is to develop a system for detecting named entities in an audio stream that will rely solely on a deep neural network, as opposed to what has been done for nearly two decades using successive processing chains.