What stone did Bilbo take?

Bilbo Baggins took a single, precious, and very valuable diamond from the treasure hoard of Smaug the dragon.

This diamond is often referred to as the Arkenstone, which is a key plot point in "The Hobbit" and "The Lord of the Rings."