As the title indicates, this thesis is concerned with the strength of non-uniformity in proof complexity. The non-uniform part is there because we look at quantified propositional proof systems. With these proof systems we are interested in the minimum size of proofs that prove a family of tautologies. Like circuits, these proofs are not necessarily easy to construct. We measure the strength of a proof system by characterizing which families of tautologies have polynomial-size proofs in the proof system. The proof systems we examine were first introduced by Kraj\'{\i}cek and Pudl{\'a}k \cite{KP90}, but have only received limited attention since then. These systems are called $G_i$ and $G_i^*$. $G_i$ is the propositional version ...