| 2004 | Combining Lexical and Syntactic Features for Supervised Word Sense Disambiguation. | Saif M. Mohammad, Ted Pedersen |
| 2004 | Co-training and Self-training for Word Sense Disambiguation. | Rada Mihalcea |
| 2004 | Thesauruses for Prepositional Phrase Attachment. | Mark McLauchlan |
| 2004 | Language Learning: Beyond Thunderdome. | Christopher D. Manning |
| 2004 | Semantic Role Labeling using Maximum Entropy Model. | Joon-Ho Lim, Young-Sook Hwang, So-Young Park, Hae-Chang Rim |
| 2004 | A Memory-Based Approach for Semantic Role Labeling. | Beata Kouchnir |
| 2004 | A transformation-based approach to argument labeling. | Derrick Higgins |
| 2004 | Semantic Role Labeling by Tagging Syntactic Chunks. | Kadri Hacioglu, Sameer Pradhan, Wayne H. Ward, James H. Martin, Daniel Jurafsky |
| 2004 | A Comparison of Manual and Automatic Constructions of Category Hierarchy for Classifying Large Corpora. | Fumiyo Fukumoto, Yoshimi Suzuki |
| 2004 | Hierarchical Recognition of Propositional Arguments with Perceptrons. | Xavier Carreras, Llus Mrquez, Grzegorz Chrupala |
| 2004 | Introduction to the CoNLL-2004 Shared Task: Semantic Role Labeling. | Xavier Carreras, Llus Mrquez |
| 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 | Semantic Role Labelling With Chunk Sequences. | Ulrike Baldewein, Katrin Erk, Sebastian Pad, Detlef Prescher |
| 2004 | Semantic Lexicon Construction: Learning from Unlabeled Data via Spectral Analysis. | Rie Kubota Ando |
| 2003 | A Stacked, Voted, Stacked Model for Named Entity Recognition. | Dekai Wu, Grace Ngai, Marine Carpuat |
| 2003 | Named Entity Recognition Using a Character-based Probabilistic Approach. | Casey Whitelaw, Jon D. Patrick |
| 2003 | Training a Naive Bayes Classifier via the EM Algorithm with a Class Distribution Constraint. | Yoshimasa Tsuruoka, Jun'ichi Tsujii |
| 2003 | Semi-supervised Verb Class Discovery Using Noisy Features. | Suzanne Stevenson, Eric Joanis |
| 2003 | Unsupervised learning of word sense disambiguation rules by estimating an optimum iteration number in the EM algorithm. | Hiroyuki Shinnou, Minoru Sasaki |
| 2003 | An SVM-based voting algorithm with application to parse reranking. | Libin Shen, Aravind K. Joshi |
| 2003 | Introduction to the CoNLL-2003 Shared Task: Language-Independent Named Entity Recognition. | Erik F. Tjong Kim Sang, Fien De Meulder |
| 2003 | Exceptionality and Natural Language Learning. | Mihai Rotaru, Diane J. Litman |
| 2003 | Learning subjective nouns using extraction pattern bootstrapping. | Ellen Riloff, Janyce Wiebe, Theresa Wilson |
| 2003 | Using 'smart' bilingual projection to feature-tag a monolingual dictionary. | Katharina Probst |
| 2003 | Preposition Semantic Classification via Treebank and FrameNet. | Tom O'Hara, Janyce Wiebe |