Our approach models the extraction and classification of death causes as two-step process. First, we employ a neural, multi-language sequence-to-sequence model to receive a death cause description for a given death certificate line. We will then use a second classification model to assign the respective ICD-10 codes to the obtained death cause. The remainder of this section detailed explanation of our two models.