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.
After revision:  Experiments on benchmark datasets show that RuleGuider improves the performance of walk-based agent into two sub-agents thus allowing for additional efficiency.