Token Authentication vs. Cookies

What is the difference between token authentication and authentication using cookies?

I am trying to implement the Ember Auth Rails Demo but I do not understand the reasons behind using token authentication as described in the Ember Auth FAQ on the question “Why token authentication?”

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