Brushing with baking soda a good way to whiten teeth?

I've been reading around for teeth whitening methods, and I found that many sites suggested that brushing the teeth with baking soda was a quick and cheap method to get rid of yellow teeth.
Does baking soda actually whiten the teeth? and is it in any way bad for you?
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