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well letamp;#39;s talk about navigating through this tree the greedy search is possibility number one non-optimal [Applause] but itamp;#39;s possibility in general this idea of navigating through a tree where it gets this exponential number of paths and so itamp;#39;s not practical to be searching through all the paths okay but if you could just enumerating all the paths and going and finding one of the highest probability would would be optimal but we donamp;#39;t have that as a possibility so a second option beam search says just taking the greedy choice may lead you to skip some other promising subtrees some other promising paths and so we canamp;#39;t try all of them but we can at least try the highest possibilities so to begin with for instance instead of just taking the greedy one letamp;#39;s be kind of k greedy so weamp;#39;ll take the top k of these items and use those as possibilities for the next part of the tree so the idea is we keep the top k candidates where candi