How to decrease drop-off rates in mobile surveys

I am redesigning a survey flow. My product team noticed higher drop-off rates with multiple choice questions – the answers often require the user to scroll, and they can't see all of the options at once. There is no way to avoid it (as far as I know). How might we design long multiple-choice questions to be more user-friendly on mobile, so that we can improve their response rates?