Rhaegar wasn’t particularly praised for being scholarly:
“As a young boy, the Prince of Dragonstone was bookish to a fault. He was reading so early that men said Queen Rhaella must have swallowed some books and a candle whilst he was in her womb. Rhaegar took no interest in the play of other children. The maesters were awed by his wits, but his father’s knights would jest sourly that Baelor the Blessed had been born again.”
Rhaegar was praised because he made a turnaround from that and all of the sudden became an amazing tourney knight out of nowhere.