So this turned out to be a bug in my own code after I made the original 
change in trilinos_sparse_matrix.cc. When I was constructing the sparsity 
patterns for the matrices using DoFTools::make_sparsity_pattern, there is a 
flag I had set keep_constrained_dofs = false. Setting this flag to true has 
fixed my matrix multiplication problem in parallel (though it's not really 
clear to me why this would only cause a problem in parallel). 

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