The study said:
Giving Lion's main to 30 Japanese patients with mild cognitive impairment resulted in significant benefits for as long as they consumed the mushrooms.

There are a number of compounds that cause this improvement as long as the substance is taken but the benefit is lost within days to a few weeks after discontinuation. I think amantadine is one.

It will be interesting to see if they can find a way to make the improvements last.