We consider the Cauchy problem for the generalized Zakharov-Kuznetzov equation ∂ t u + ∂ x u = ∂ x (u m+1 ) on two or three space dimensions. We mainly study the two dimensional case and give the local well-posedness and the small data global well-posedness in the modulation space M 2,1 (R 2 ) for m ≥ 4. Moreover, for the quartic case (namely, m = 3), the local well-posedness in M 1/4 2,1 (R 2 ) is given. The well-posedness on three dimensions is also considered.