Just found a simple fix if you're using Bootstrap:
As mentioned in w3s: You can quickly size labels and form controls within a Horizontal form by adding .form-group-lg to the element.
See second example on this page:
http://www.w3schools.com/bootstrap/bootstrap_forms_sizing.asp
Tested it in Safari and Chrome on an iPhone SE and it works like a charm!