| 2002 | Learning to Disambiguate Potentially Subjective Expressions. | Janyce Wiebe, Theresa Wilson |
| 2002 | Learning to Distinguish PP Arguments from Adjuncts. | Aline Villavicencio |
| 2002 | Topological Field Chunking for German. | Jorn Veenstra, Frank Henrik Mller, Tylman Ule |
| 2002 | Learning with Multiple Stacking for Named Entity Recognition. | Koji Tsukamoto, Yutaka Mitsuishi, Manabu Sassano |
| 2002 | Feature Selection for a Rich HPSG Grammar Using Decision Trees. | Kristina Toutanova, Christopher D. Manning |
| 2002 | Use of Support Vector Machines in Extended Named Entity Recognition. | Koichi Takeuchi, Nigel Collier |
| 2002 | Two-dimensional Clustering for Text Categorization. | Hiroya Takamura, Yuji Matsumoto |
| 2002 | Features for Unsupervised Document Classification. | S. H. Srinivasan |
| 2002 | Inducing Translation Lexicons via Diverse Similarity Measures and Bridge Languages. | Charles Schafer, David Yarowsky |
| 2002 | Memory-Based Named Entity Recognition. | Erik F. Tjong Kim Sang |
| 2002 | Introduction to the CoNLL-2002 Shared Task: Language-Independent Named Entity Recognition. | Erik F. Tjong Kim Sang |
| 2002 | Named Entity Learning and Verification: Expectation Maximization in Large Corpora. | Uwe Quasthoff, Christian Biemann, Christian Wolff |
| 2002 | SLINERC: The Sydney Language-Independent Named Entity Recogniser and Classifier. | Jon D. Patrick, Casey Whitelaw, Robert Munro |
| 2002 | Letter Level Learning for Language Independent Diacritics Restoration. | Rada Mihalcea, Vivi Nastase |
| 2002 | Entity Extraction without Language-Specific Resources. | Paul McNamee, James Mayfield |
| 2002 | Markov Models for Language-independent Named Entity Recognition. | Robert Malouf |
| 2002 | A Comparison of Algorithms for Maximum Entropy Parameter Estimation. | Robert Malouf |
| 2002 | Backward Machine Transliteration by Learning Phonetic Similarity. | Wei-Hao Lin, Hsin-Hsi Chen |
| 2002 | Japanese Dependency Analysis using Cascaded Chunking. | Taku Kudo, Yuji Matsumoto |
| 2002 | Distinguishing Easy and Hard Instances. | Yuval Krymolowski |
| 2002 | On the Robustness of Entropy-Based Similarity Measures in Evaluation of Subcategorization Acquisition Systems. | Anna Korhonen, Yuval Krymolowski |
| 2002 | Named Entity Extraction with Conditional Markov Models and Classifiers. | Martin Jansche |
| 2002 | GraSp: Grammar Learning from Unlabelled Speech Corpora. | Peter Juel Henrichsen |
| 2002 | Combining Labelled and Unlabelled Data: A Case Study on Fisher Kernels and Transductive Inference for Biological Entity Recognition. | Cyril Goutte, Herv Djean, ric Gaussier, Nicola Cancedda, Jean-Michel Renders |
| 2002 | Named Entity Recognition as a House of Cards: Classifier Stacking. | Radu Florian |