In natural language processing, entity linking, i.e. the task of assigning a unique identity to entities (for example "Paris" in a sentence refers to the city, not to someone's name), is an important problem. Most previous solutions rely on annotated data, which is however not available in many domains. We propose a method for entity linking without the need for annotated data.