The acid is the one that donates the proton and the base is the one that accepts it. In this case, $H_{2}SO_{4}$ is the acid because it donates a proton to become $HSO_{4}^{-}$, and $SO_{3}^{2-}$ is the base because it accepts a proton to become $HSO_{3}^{-}$.
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