| 2004 | A Comparison of Manual and Automatic Constructions of Category Hierarchy for Classifying Large Corpora. Fumiyo Fukumoto, Yoshimi Suzuki |
| 2004 | A Linear Programming Formulation for Global Inference in Natural Language Tasks. Dan Roth, Wen-tau Yih |
| 2004 | A Memory-Based Approach for Semantic Role Labeling. Beata Kouchnir |
| 2004 | A Semantic Kernel for Predicate Argument Classification. Alessandro Moschitti, Cosmin Adrian Bejan |
| 2004 | A transformation-based approach to argument labeling. Derrick Higgins |
| 2004 | Calculating Semantic Distance between Word Sense Probability Distributions. Vivian Tsang, Suzanne Stevenson |
| 2004 | Co-training and Self-training for Word Sense Disambiguation. Rada Mihalcea |
| 2004 | Combining Lexical and Syntactic Features for Supervised Word Sense Disambiguation. Saif M. Mohammad, Ted Pedersen |
| 2004 | Hierarchical Recognition of Propositional Arguments with Perceptrons. Xavier Carreras, Lluís Màrquez, Grzegorz Chrupala |
| 2004 | Introduction to the CoNLL-2004 Shared Task: Semantic Role Labeling. Xavier Carreras, Lluís Màrquez |
| 2004 | Language Learning: Beyond Thunderdome. Christopher D. Manning |
| 2004 | Learning Transformation Rules for Semantic Role Labeling. Ken Williams, Christopher Dozier, J. Andrew McCulloh |
| 2004 | Memory-Based Dependency Parsing. Joakim Nivre, Johan Hall, Jens Nilsson |
| 2004 | Memory-based semantic role labeling: Optimizing features, algorithm, and output. Antal van den Bosch, Sander Canisius, Walter Daelemans, Iris Hendrickx, Erik F. Tjong Kim Sang |
| 2004 | Modeling Category Structures with a Kernel Function. Hiroya Takamura, Yuji Matsumoto, Hiroyasu Yamada |
| 2004 | Proceedings of the Eighth Conference on Computational Natural Language Learning, CoNLL 2004, Held in cooperation with HLT-NAACL 2004, Boston, Massachusetts, USA, May 6-7, 2004 Hwee Tou Ng, Ellen Riloff |
| 2004 | Putting Meaning into Your Trees. Martha Palmer |
| 2004 | Semantic Lexicon Construction: Learning from Unlabeled Data via Spectral Analysis. Rie Kubota Ando |
| 2004 | Semantic Role Labeling Via Generalized Inference Over Classifiers. Vasin Punyakanok, Dan Roth, Wen-tau Yih, Dav Zimak, Yuancheng Tu |
| 2004 | Semantic Role Labeling by Tagging Syntactic Chunks. Kadri Hacioglu, Sameer Pradhan, Wayne H. Ward, James H. Martin, Daniel Jurafsky |
| 2004 | Semantic Role Labeling using Maximum Entropy Model. Joon-Ho Lim, Young-Sook Hwang, So-Young Park, Hae-Chang Rim |
| 2004 | Semantic Role Labelling With Chunk Sequences. Ulrike Baldewein, Katrin Erk, Sebastian Padó, Detlef Prescher |
| 2004 | Thesauruses for Prepositional Phrase Attachment. Mark McLauchlan |
| 2004 | Two-Phase Semantic Role Labeling based on Support Vector Machines. Kyung-Mi Park, Young-Sook Hwang, Hae-Chang Rim |
| 2004 | Word Sense Discrimination by Clustering Contexts in Vector and Similarity Spaces. Amruta Purandare, Ted Pedersen |