With the development of Mobile Internet, more and users publish multi-modal posts on social media platforms. Fake news detection has become an increasingly challenging task. Although there are many works using deep schemes to extract combine textual visual representation in post, most existing methods do not sufficiently utilize complementary information containing semantic concepts entities co...