It's one thing to teach a computer how to play another game. It's a completely different story to try and make it learn the game on its own by reading the manual.

Some rather smart folks over at MIT decided to see how well a computer could learn to comprehend new tasks from reading text. As a test, they decided to see if it could learn to play Civilization.