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It it shown that the Bloch-Kato conjecture on the norm residue homomorphism follows from its (partially known) low-degree part under the assumption that the Milnor K-theory algebra modulo is Koszul. This conclusion is a case of a general result on the cohomology of nilpotent (co-)algebras and Koszulity.