The purpose of automatic speech recognition is to analyze the voice of the user of a Spoken Dialogue System to obtain the sequence of words that the user has spoken. To do this, probabilistic modeling or based on a machine learning technique (Machine Learning, ML) is currently used, which combines acoustic information with grammatical information and other types of knowledge.