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hello everyone my name is Henry Wong Iamp;#39;m a second-year position canopy American to introduce our recent work on HIV other aware transformers for efficient natural language processing transfer models have been widely used in many LPA applications such as machine translation and documents organization although achieving high performance they are challenging to be deployed on resources limited hardware devices due to the exponentially increasing model size and commutation for example with the transfer Pig model a rose were pioneers who run 20 seconds to translate a 30 sentence the reason several models even cannot be fit into the GPU memory to make things worse it is also difficult to design an efficient transformer existing work the evolve transformer leverages neural architecture search to search for model but the search process itself is very expensive which produces five times of a caramp;#39;s carbon dioxide emission in its lifetime this issue was discussed in paper last yea