Before revision:  Two challenges,  difficulty of commonsense reasoning and data insufficiency, still remain unsolved .
After revision:  Two challenges, difficulty of commonsense reasoning and data insufficiency, still remain unsolved , which require the incorporation of external knowledge bases. Previous works on external knowledge injection usually rely on noisy web mining tools and heuristic rules with limited applicable scenarios.