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|  | to correspond to standard geometric concepts | 
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|  | code | 
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|  | for p(null) and how sharp/flat the alignment distribution is around the diagonal | 
|  | corpus | 
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|  | regualarization normalization, disable broken regularization tuning | 
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|  | bigrams are pruned.  Make Chris feel better about MurmurHashNative. | 
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