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In this article, we discuss a couple of nonlinear Galerkin methods (NLGM) in finite element set up for time dependent incompressible Navier-Sotkes equations. We show the crucial role played by the non-linear term in determining the rate of convergence of the methods. We have obtained improved error estimate in norm, which is optimal in nature, for linear finite element approximation, in view of the error estimate available in literature, in norm.

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