In recent years, neural networks have shown impressive performance gains on long-standing AI problems, such as answering queries from text and machine translation. These advances raise the question of whether nets can be used at core query processing to derive answers facts, even when facts are expressed in natural language. If so, it is conceivable that we could relax fundamental assumption da...