Will Percy remember annabeth in the son of neptune?

We don't see Percy in the Lost Hero. He actually is the hero that is lost. It isn't until the end of the story that they start to realize where he might be. However, they think he was swapped out with Jason. Jason did have his memory wiped, so it is quite possible that Percy did too.