You should be able to check on the RFE reason on https://my.uscis.gov/. I was able to check before my status got updated to RFE and receive the letter in the mail.
Mine was for "Submit evidence that you and your spouse share a marital life together." I submitted evidence back more than 3 weeks ago and haven't heard back yet ☹️