I looked at the paper but it was way over my head. Can anyone explain it in simpler terms to a person who barely understands attention models and has no idea w

I looked at the paper but it was way over my head. Can anyone explain it in simpler terms to a person who barely understands attention models and has no idea what associative memory means here?