Tax breaks when buying a house.?

Can someone explain how the tax break works when you buy a house. I know you can some sort of break on the interest paid on a mortgage. Can someone explain this in more detail or perhaps provide some examples?
Update: Also, what do they mean when they say your are in the 25% tax bracket?
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