How to remove 'Other' data?

Hi,
I have been trying to get rid of this absolutely annoying data represented by 'Other' here:
To my own knowledge, I am 100% sure that this part of my data should not even be close to 2GB.
I have been restoring my iPhone time and time again, but every time I get my backup back, this yellow bar is back, taking over half of the free space on my iPhone.
The picture is a screen shot from after my most recent restore, about ten minutes ago. I don't even have any music or photos loaded onto my iPhone yet, and it still is there hogging all of the space.
I've had to limit my app choices because I obviously don't want to go over my capacity, but I have been facing those problem for over 3+ months, and am just tired of having to deal with this.
I've used the 'Erase All Content and Settings' method, the original restoring method, and maybe 2 other methods that I can't point out at this moment.
I really really need help, and I would be most thankful to the person who will help solve my problem.
Thank you.

"Do I have to restore as new, then just put all my data back on manually? "
Yes.
The corrupt files are obviously in your backup.  if you continue to use your backup, then you will continue to have this issue.
Do not use your backup.

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