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As massive-scale pre-training becomes an increasingly central paradigm in deep learning, our benefits demonstrate that the primary lottery ticket observations remain relevant in this context. A bigger network just includes more different subnetworks with randomly initialized weights. In this section, we briefly examine the winning ticket initializations resulting from iteratively pruning totally-connected networks educated on MNIST. Figure 7 shows the winning ticket initializations at four levels of pruning. The left graph consists of the initial truncated typical distribution of weights in the unpruned network. To the proper are the initial weights immediately after pruning to 51.three%.  
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Her study interests lie at the intersection of organic language processing, machine mastering, and social data science. Anna Rogers is a post-doctoral associate at the University of Copenhagen. All this means that we still have extra queries than answers about how BERT achieves its exceptional functionality. Do we normally attribute high overall performance on GLUE to linguistic understanding of BERT or dataset artifacts?  
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