you know a large vocabulary they throw a 32 King 4k 40s at it so 32 GPUs for three weeks and they kind of really got a huge improvement over the previous results and at this point those old Engram language models the old statistical methods were in the mid 40s or even in the 50s and 60s were hybrid systems and suddenly you're at like 23.7 so you basically have this metric you know again it's exponentiated so it's actually like a 20 percent reduction in like just actual log loss but you know you're starting to see a lot of