... non-local information into information extraction systems by gibbs sampling In Proceedings of the 43rd Annual Meeting of the Association for Computational Linguistics (ACL05), pages 363–370 Raphael Hoffmann, ... approach of Riedel et al (2010) for generating weak supervision data, computing features, and evaluating aggregate extraction We also introduce new metrics for measuring sentential extraction performance, ... outperforms the accuracy of the heuristic matches, at reasonable recall levels 7.4 Overlapping Relations Table also highlights some of the effects of learning with overlapping relations For example,...