Before revision:  Due to the structure of symbolic rules with their entity variables, we can separate our walk-based agent into two sub-agents thus allowing for additional efficiency. Experiments on public datasets demonstrate that walk-based models can benefit from rule guidance significantly .
After revision:  Due to the structure of symbolic rules with their entity variables, we can separate our walk-based models can benefit from rule guidance significantly .