Before revision:  We demonstrate HGN's ability to produce contextually pertinent subgraphs by showing considerable performance gains across four commonsense reasoning benchmarks and a user study of fact validness and helpfulness.
After revision:  We demonstrate HGN's effectiveness through considerable performance gains across four commonsense reasoning benchmarks and a user study of fact validness and helpfulness.