Abstract: Probabilistic logic learning （PLL）research has made significant progress over the last years. A rich variety of different formalisms and learning techniques have been developed, including probabilistic relational models, bayesian logic programs, and logic

Key words: Probabilistic logical models, Probabilistic relational models, Bayesian logic programs, Logic bayesian networks, Probabilistic logical learning