I would be sad if I had to switch questions after 20 or 30 candidates because I find it necessary to invest substantial effort in calibrating a new question. Before I ask a candidate a new question, I try use it to mock interview at least 10 people I have worked closely with. Iteration is always required to tune the difficulty and complexity of a question, so the total time invested in a question can be quite high.
One way that I keep questions well-calibrated is that I use them to mock interview other members of the interview panel. This serves at least two purposes: one is to constantly remind myself what realistic answers sound like and another is the help the rest of the panel understand the areas my question will cover.
I find that — for me — this type of mock interviewing and the subsequent retrospective cultivate empathy for candidates. I think this avoids the sort of bias you're observing.
(NB: Some of this may be specific to the kinds of questions I ask; I care less about the initial answer a candidate gives than their ability to self-assess their answer or incorporate feedback to improve their solution.)