Textbook
Christopher D. Manning and Hinrich Schütze: Foundations of Statistical natural Language Processing, 1999. MIT Press. ISBN: 0-262-13360-1. Details.
Articles
Bird, Steven et al: Natural Language Processing with Python, Sec 1.1-1.3, 1.5, 2.1-2.2, 3.1-3.2, Ch 6, except 6.4. Detailed selection. Fulltext.
Adwait Ratnaparkhi: "A Maximum Entropy Model for Part-Of-Speech Tagging" in Proceedings of the Conference on Empirical Methods in Natural Language Processing, 1996. On-line copy.
Manning, Raghavan, Schütze: An Introduction to Information Retrieval, 2009. Cambridge UP. Ch. 13, except 13.2.1, Ch 14-14.3. Detailed selection. Fulltext.
Nivre, Joakim: "Dependency grammar and dependency parsing" in MSI report 05133. , 2005. Växjö University: School of Mathematics and Systems Engineering. . Sections 1,2,4. On-line copy.
Arnold Zwicky: "Heads" in Journal of Linguistics, Vol 21, 1985. on-line copy.
Nivre, Joakim: "Two Strategies for Text Parsing" in A Man of Measure: Festschrift in Honour of Fred Karlsson on his 60th Birthday., 2006. On-Line Copy.
Nivre, Joakim et. al.: "MaltParser: A language-independent system for data-driven dependency parsing" in Natural Language Engineering, 2007. Sections 1-4.1. On-line copy.
Ryan McDonald and Joakim Nivre: "Characterizing the Errors of Data-Driven Dependency Parsing Models " in Proceedings of the 2007 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning, 2007. on-line copy.
David Dowty: "Thematic Proto-Roles and Argument Selection" in Language Vol. 67, No. 3, 1991. Sections 1-9. on-line copy.
Charles Fillmore: "The case for case reopened" in Syntax and Semantics, Vol 8, 1977. Academic Press. online-copy.
Daniel Gildea and Daniel Jurafsky: "Automatic Labeling of Semantic Roles" in Computational Linguistics, 2002. Association for Computational Linguistics. on-line copy.
Marquez et. al.: "Semantic Role Labeling: An Introduction to the Special Issue" in Computational Linguistics, 2008. Association for Computational Linguistics. on-line copy.
Richard Johansson and Pierre Nugues: "Dependency-based Syntactic–Semantic Analysis with PropBank and NomBank" in Proceedings of the Twelfth Conference on Computational Natural Language Learning, 2008. on-line copy.
Jurafsky and Martin: Speech and Language Processing, Sec. 6.6-6.8 (except 6.6.4), Sec. 20.7. Detailed selection.
Joakim Nivre: Statistical Natural Language Processing, Web course, lecture 1-4. Fulltext.