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+to+ensure+speed+and+privacy.+However%252C+due+to+resource+constraints+on+the+device%252C+queries+pertaining+to+complex+information+domains+often+require+further+processing+by+a+search+engine.+For+such+applications%252C+we+propose+a+novel+Transformer+based+model+capable+of+rescoring+and+rewriting%252C+by+exploring+full+context+of+the+N-best+hypotheses+in+parallel.+We+also+propose+a+new+discriminative+sequence+training+objective+that+can+work+well+for+both+rescore+and+rewrite+tasks.+We+show+that+our+Rescore%252BRewrite+model+outperforms+the+Rescore-only+baseline%252C+and+achieves+up+to+an+average+8.6%2525+relative+Word+Error+Rate+(WER)+reduction+over+the+ASR+system+by+itself.&cdnurl=https%3a%2f%2fth.bing.com%2fth%2fid%2fR.77ac92e40a3f6c294a5523aa33949c4f%3frik%3dWXOwfmSHoaYmwA%26pid%3dImgRaw%26r%3d0&exph=630&expw=1200&q=ASR+N+Best+Word+Probability+Graph&FORM=IRPRST&ck=27A1093BB2F521B15056F4AADDA40DFF&selectedIndex=5&itb=0)
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