Re:DeepSeek won the best paper award at ACL 2025
by laughingcurve on Saturday August 02, 2025 @07:24AM
(#44766693)
Almost all of High Flyers achievements have more to do with scaling the process but when scaling is all you need, it’s darn effective
Their innovations in training efficiency were almost guaranteed to have been heavily considered by the big AI labs. For example, Dario Amodei talks about the efficiency improvements being the real important contribution of DeepSeek V3 here: https://www.darioamodei.com/post/on-deepseek-and-export-cont...
> DeepSeek's team did this via some genuine and impressive innovations, mostly focused on engineering efficiency. There were particularly innovative improvements in the management of an aspect called the "Key-Value cache", and in enabling a method called "mixture of experts" to be pushed further than it had before.