If we do take statements to be the primary bearers of truth, there seems to be a very simple answer to the question, what is it for them to be true: for a statement to be true is for things to be as they are stated to be.
Truth, Probability and Paradox: Studies in Philosophical Logic (ed. Oxford University Press on Demand, 1973) - ISBN: 9780198244028