We prove that if a set is `large' in the sense of Erdős, then it approximates arbitrarily long arithmetic progressions in a strong quantitative sense. More specifically, expressing the error in the approximation in terms of the gap length $Δ$ of the progression, we improve a previous result of $o(Δ)$ to $O(Δ^α)$ for any $α\in (0,1)$.