Which direction is the correlation?

I don’t think this phrase means what people assume when it’s applied to post trained instruct models - which did not exist when the paper was written.

After RL it is not predicting based on samples of the original corpus - but is also chasing a reward function that does require other features.

There has been a lot of subsequent research that really calls many of the statements in this article into question.