Abstract. Let 1 ≤ p0 < p, q < q0 ≤ ∞. Given a pair of weights (w, σ) and a sparse family S, we study the two weight inequality for the following bi-sublinear formWhen λQ = |Q| and p = q, Bernicot, Frey and Petermichl showed that B(f, g) dominates T f, g for a large class of singular non-kernel operators. We give a characterization for the above inequality and then obtain the mixed Ap-A∞ estimates and the corresponding entropy bounds when λQ = |Q| and p = q. We also proposed a new conjecture which implies both the one supremum conjecture and the separated bump conjecture.