Vampire has been for a long time the strongest first-order automatic theorem prover, widely used hammer-style proof automation in ITPs such as Mizar, Isabelle, HOL, and Coq. In this work, we considerably improve performance of hammering over full Mizar library by enhancing its saturation procedure with efficient neural guidance. particular, employ recently proposed recursive network classifying...