Should I normalize my features before throwing them into RNN?

Question

I am playing some demos about recurrent neural network.

I noticed that the scale of my data in each column differs a lot. So I am considering to do some preprocess work

Answer 1

I found this https://arxiv.org/abs/1510.01378 If you normalize it may improve convergence so you will get lower training times.