| 2005 | A Joint Model for Semantic Role Labeling. | Aria Haghighi, Kristina Toutanova, Christopher D. Manning |
| 2005 | Investigating the Effects of Selective Sampling on the Annotation Task. | Ben Hachey, Beatrice Alex, Markus Becker |
| 2005 | Representational Bias in Unsupervised Learning of Syllable Structure. | Sharon Goldwater, Mark Johnson |
| 2005 | Domain Kernels for Text Categorization. | Alfio Massimiliano Gliozzo, Carlo Strapparava |
| 2005 | A Statistical Semantic Parser that Integrates Syntax and Semantics. | Ruifang Ge, Raymond J. Mooney |
| 2005 | New Experiments in Distributional Representations of Synonymy. | Dayne Freitag, Matthias Blume, John Byrnes, Edmond Chow, Sadik Kapadia, Richard Rohwer, Zhiqiang Wang |
| 2005 | Morphology Induction from Term Clusters. | Dayne Freitag |
| 2005 | Intentional Context in Situated Natural Language Learning. | Michael Fleischman, Deb Roy |
| 2005 | Semantic Role Labelling with Tree Conditional Random Fields. | Trevor Cohn, Phil Blunsom |
| 2005 | An Expectation Maximization Approach to Pronoun Resolution. | Colin Cherry, Shane Bergsma |
| 2005 | Introduction to the CoNLL-2005 Shared Task: Semantic Role Labeling. | Xavier Carreras, Llus Mrquez |
| 2005 | Improving Sequence Segmentation Learning by Predicting Trigrams. | Antal van den Bosch, Walter Daelemans |
| 2005 | Inferring Semantic Roles Using Sub-Categorization Frames and Maximum Entropy Model. | Akshar Bharati, Sriram Venkatapathy, Prashanth Reddy |
| 2005 | Effective use of WordNet Semantics via Kernel-Based Learning. | Roberto Basili, Marco Cammisa, Alessandro Moschitti |
| 2005 | Probabilistic Head-Driven Parsing for Discourse Structure. | Jason Baldridge, Alex Lascarides |
| 2004 | Learning Transformation Rules for Semantic Role Labeling. | Ken Williams, Christopher Dozier, J. Andrew McCulloh |
| 2004 | Calculating Semantic Distance between Word Sense Probability Distributions. | Vivian Tsang, Suzanne Stevenson |
| 2004 | Modeling Category Structures with a Kernel Function. | Hiroya Takamura, Yuji Matsumoto, Hiroyasu Yamada |
| 2004 | A Linear Programming Formulation for Global Inference in Natural Language Tasks. | Dan Roth, Wen-tau Yih |
| 2004 | Word Sense Discrimination by Clustering Contexts in Vector and Similarity Spaces. | Amruta Purandare, Ted Pedersen |
| 2004 | Semantic Role Labeling Via Generalized Inference Over Classifiers. | Vasin Punyakanok, Dan Roth, Wen-tau Yih, Dav Zimak, Yuancheng Tu |
| 2004 | Two-Phase Semantic Role Labeling based on Support Vector Machines. | Kyung-Mi Park, Young-Sook Hwang, Hae-Chang Rim |
| 2004 | Putting Meaning into Your Trees. | Martha Palmer |
| 2004 | Memory-Based Dependency Parsing. | Joakim Nivre, Johan Hall, Jens Nilsson |
| 2004 | A Semantic Kernel for Predicate Argument Classification. | Alessandro Moschitti, Cosmin Adrian Bejan |