I wonder is it beneficial to hide the field note text? 

If an input type is supported by a browser, some of these notes could still be of use to the person who is entering the form. For example, on iOS you do not see the placeholder text when `date` and `time` inputs are supported. Also even though Firefox supports input type `number`, it is still useful to know that the base input value is represented in hours.