Does baking soda actually whiten teeth?

I've heard that you can use baking soda on your toothbrush and it whitens your teeth. Has any one tried this and gotten results? And is it safe?

Any other at-home teeth whitening methods are welcome.
Update: Jen, it's not really "ABSOLUTELY FREE" if you have to pay a hell of alot of shipping fees...
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