It's possible to transition. I used to have a constant voice in my head, it's no longer constant but I can think that way if I want to.

Meditation does "help", though I don't think it's necessarily a goal to eliminate that voice. But as you let your mind settle and open your awareness to your whole body while avoiding judgement, the voice gets quieter and calmer.