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This volume contains the lecture notes of the 12th Reasoning Web Summer School 2016, held in Aberdeen, UK, in September 2016. In 2016, the theme of the school was "Logical Foundation of Knowledge Graph Construction and Query Answering". The notion of Knowledge Graph has become popular since Google started to use it to improve its search engine in 2012. The idea of Knowledge Graph comes from an early knowledge representation mechanism called Semantic Networks. The aim of the lecture note is to provide a logical foundation for constructing and querying knowledge graphs.