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Artificial IntelligenceEncoder/Decoder
%252C+encodes+the+input+once+and+decodes+the+output+in+parallel%252C+boosting+both+training+and+inference+efficiency+by+avoiding+duplicate+input+encoding+and+increasing+the+operational+intensity+(ratio+of+numbers+of+arithmetic+operation+to+memory+access)+of+decoding+process+by+sharing+the+input+key-value+cache.+We+achieve+computation+reduction+that+roughly+scales+with+the+number+of+subtasks%252C+gaining+up+to+4.6x+speed-up+over+state-of-the-art+models+for+dialogue+state+tracking%252C+summarization%252C+and+question-answering+tasks%252C+with+comparable+or+better+performance.&cdnurl=https%3a%2f%2fth.bing.com%2fth%2fid%2fR.b304eba9d842b3648d9160a102d87daf%3frik%3dw1p3lpl9kAIbLw%26pid%3dImgRaw%26r%3d0&exph=630&expw=1200&q=Artificial+Intelligence+Encoder%2fDecoder&FORM=IRPRST&ck=0394A7F2F7AE1FE144A4ABB8A8222676&selectedIndex=15&itb=0)
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