... interpolationscheme (Jelinek and Mercer, 1981) is usedto obtain a smooth probability estimate foreach model component, WORD-PREDICTOR,TAGGER, and CONSTRUCTOR. The TAGGER and CONSTRUCTOR are conditional probabilis-tic ... znbelong to a mixed set of words, POStags, NTtags, CONSTRUCTOR actions (u only), and z1, · · · , znform a linear Markov chain. The re-cursive mixing scheme is the standard one amongrelative ... translation. Ph.D. dissertation, CMU.210Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics, pages 201–210,Portland, Oregon, June 19-24, 2011.c2011 Association...