pipeline you know do something and which ones don't and usually i i'm fairly critical of pipelines that have like 50 billion tricks um because you never know where the improvement exactly is coming from but you can sort of mitigate that criticism by doing all of these kind of ablations on the different parts and really showing look this is important but this is also important but this is also important but this is also important so yeah that was my two cents to this paper i hope you enjoyed this and i'll see you