Which means the other person knows it's me, right?
But that's probably not a problem in day to day communication with family and friends.
You're mixing privacy and anonymity. Signal offers privacy from snooping, they have never claimed or tried to provide anonymity. Two very different use cases.
Also, you might in some cases want to share knowledge or evidence without disclosing your identity, and phone numbers miserably fail for that use case.