1. Our little princess is turning three and we are organizing a fun tea party in her honor.

2. Our little princess is becoming three and we are in the process of organizing a fun tea party in her honor.
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Does #1 mean #2 here?

Yes, they mean the same thing, but "turning" is the most used verb to express this concept.