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I don't have a resource right now, but my assumption would be that it is about grouping. If I put 5 in a pile 7 times, I end up with 35.
If you are multiplying 5x7, you are adding 5 to itself 7 times. Or adding 7 to itself 5 times. 7 "five times." 5 times 7.