Your recommender seems to be trying to predict (from logs) which video the user will watch next/soon, and how much watch time it will lead to.

If you used to have a bad recommendation system, and then you switch over to this system, then it will still be trained with data generated by users who saw the old recommendations, leading it to have a bias towards the same bad predictions.

Is there any way around that?