This made me want to Google 'Japanese entropy bits' and the first hit for me was this paper: http://www.phontron.com/paper/neubig13sam.pdf
"How Much is Said in a Tweet? A Multilingual, Information-theoretic Perspective"
I think what you want is presented in a figure on page 6.