| 2006 | Labeled Pseudo-Projective Dependency Parsing with Support Vector Machines. | Joakim Nivre, Johan Hall, Jens Nilsson, Glsen Eryigit, Svetoslav Marinov |
| 2006 | Semantic Role Labeling via Tree Kernel Joint Inference. | Alessandro Moschitti, Daniele Pighin, Roberto Basili |
| 2006 | Multilingual Dependency Analysis with a Two-Stage Discriminative Parser. | Ryan T. McDonald, Kevin Lerman, Fernando C. N. Pereira |
| 2006 | Dependency Parsing Based on Dynamic Local Optimization. | Ting Liu, Jinshan Ma, Huijia Zhu, Sheng Li |
| 2006 | Which Side are You on? Identifying Perspectives at the Document and Sentence Levels. | Wei-Hao Lin, Theresa Wilson, Janyce Wiebe, Alexander G. Hauptmann |
| 2006 | The Treebanks Used in the Shared Task. | Yuval Krymolowski |
| 2006 | Semantic Role Recognition Using Kernels on Weighted Marked Ordered Labeled Trees. | Jun'ichi Kazama, Kentaro Torisawa |
| 2006 | Investigating Multilingual Dependency Parsing. | Richard Johansson, Pierre Nugues |
| 2006 | Investigating Lexical Substitution Scoring for Subtitle Generation. | Oren Glickman, Ido Dagan, Walter Daelemans, Mikaela Keller, Samy Bengio |
| 2006 | Word Distributions for Thematic Segmentation in a Support Vector Machine Approach. | Maria Georgescul, Alexander Clark, Susan Armstrong |
| 2006 | Resolving and Generating Definite Anaphora by Modeling Hypernymy using Unlabeled Corpora. | Nikesh Garera, David Yarowsky |
| 2006 | Vine Parsing and Minimum Risk Reranking for Speed and Precision. | Markus Dreyer, David A. Smith, Noah A. Smith |
| 2006 | A Mission for Computational Natural Language Learning. | Walter Daelemans |
| 2006 | Dependency Parsing with Reference to Slovene, Spanish and Swedish. | Simon Corston-Oliver, Anthony Aue |
| 2006 | Learning Auxiliary Fronting with Grammatical Inference. | Alexander Clark, Rmi Eyraud |
| 2006 | Multi-lingual Dependency Parsing at NAIST. | Yuchang Cheng, Masayuki Asahara, Yuji Matsumoto |
| 2006 | A Pipeline Model for Bottom-Up Dependency Parsing. | Ming-Wei Chang, Quang Do, Dan Roth |
| 2006 | Projective Dependency Parsing with Perceptron. | Xavier Carreras, Mihai Surdeanu, Llus Mrquez |
| 2006 | Dependency Parsing by Inference over High-recall Dependency Predictions. | Sander Canisius, Toine Bogers, Antal van den Bosch, Jeroen Geertzen, Erik F. Tjong Kim Sang |
| 2006 | CoNLL-X Shared Task on Multilingual Dependency Parsing. | Sabine Buchholz, Erwin Marsi |
| 2006 | Unsupervised Grammar Induction by Distribution and Attachment. | David J. Brooks |
| 2006 | Unsupervised Parsing with U-DOP. | Rens Bod |
| 2006 | LingPars, a Linguistically Inspired, Language-Independent Machine Learner for Dependency Treebanks. | Eckhard Bick |
| 2006 | A Lattice-Based Framework for Enhancing Statistical Parsers with Information from Unlabeled Corpora. | Michaela Atterer, Hinrich Schtze |
| 2006 | Experiments with a Multilanguage Non-Projective Dependency Parser. | Giuseppe Attardi |