To turn the hint on the last piece on/off please do the following:
- Open up the Options menu within the game.
- Tap "More Options".
- To disable the option: Disable Hint on the Last Piece
- To enable the option: Enable Hint on the Last Piece
Once this is adjusted, your preference should remain for future games.