The Vector Institute Friday Seminar Series talk is about two problems: (1) how to perform reasoning between structured data (tables) and unstructured data (text), two major data we face daily; (2) how to integrate the benefit of two worlds: neural models and symbolic reasoning (here natural logic) for the task, to bring the power of neural nets with explanability of symbolic methods.