You can do that with Audacity (or any other audio editing software).
http://audacity.sourceforge.net/
Open the file in Audacity, move the cursor to where you want the splits to be. Add a label and name the track. When you've done them all, go to File > Export multiple, and you're all good. At least, that's how I do it.
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