I'm 30 Weeks, and only gained 2 pounds. But I also lost a ton of weight in the beginning of my pregnancy, And I was considered obese to begin with, My Ob says she is impressed with how well I am doing , And there's noconcern
After the 20 week mark you should be gaining more since baby will be getting bigger. I wouldn't worry about trying to plump up unless your doctor says otherwise.