I have my resume in LaTeX and keep versions of it tracked in Git, which works pretty well for me.

One thing I like about using LaTeX is that I can comment and uncomment bullets for various jobs I've done and modify the job description based on what I'm applying for.

I don't think tracking a doc or pdf file would work as well.