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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
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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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and </s>.
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