We set p(c|R; θ) to be the maximum of such proof scores: Note that the final proof score p(c|R; θ) only depends on the proof with maximum success score S max .
we propose to first conduct the proof search by using a prover utilizing the similarity function induced by the current parameters ∼ θt , which allows us to compute the maximum proof score S max .