While logic provides an appealing formalism for knowledge representation and reasoning, it is not without drawbacks. There are many aspects of human reasoning that are not adequately handled by pure logic. (Of course there are also many aspects that we would rather avoid capturing.) For example, suppose a human is told that “all aliens are blue”. Later, however, the human also learns the fact t...