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Felix: Felix introduces an operator-based perspecitve into the inference of Markov Logic, which is inspired by the classic textbook RDBMS. This idea makes Felix achieve significant wins on both quality and performance compared with state-of-the-art MLN engine. Felix highlights a compilier, an optimizer, and a parallelized executor. Felix is a joint work with Feng Niu, Christopher Re and Jude Shavlik. [Available Online!]