... number of non-zero features after estima-tion, number of training iterations, and computation time (in minutes of elapsed time on an XEONTM MP 3.6GHz machine). 3.1 Parse re-ranking We ... orthant containing the current point and into which the direction giving the greatest local rate of function decrease points. This algorithm, although only a simple modifi-cation of L-BFGS, ... Proceedings of the 45th Annual Meeting of the Association of Computational Linguistics, pages 824–831,Prague, Czech Republic, June 2007.c2007 Association for Computational LinguisticsA Comparative...