Answer:
1. When she says "It's true, Charlie. You're already a better reader than I am." He interprets it as her telling him that he is a fast learner and very smart.
2. Charlie is not actually in love with Ms. Kinnian, but he is very fond of her. He likes how she compliments him and helps him out. Plus, He thinks she is pretty! Though, this is not love.