The larger the molecule the longer it will stay in the atmosphere barring photo-chemistry and radiation effects. Lighter molecules can escape the atmosphere in a number of ways but the loss of oxygen, for example took millions of years.
Still with radiation and photchemistry that would leave only vulcanism or ongoing processes. Are they suggesting a biological process as a serious contender?