| 2001 | A mixture-of-experts framework for text classification. Andrew Estabrooks, Nathalie Japkowicz |
| 2001 | A psychologically plausible and computationally effective approach to learning syntax. Stephen Watkinson, Suresh Manandhar |
| 2001 | Automatic distinction of arguments and modifiers: the case of prepositional phrases. Paola Merlo, Matthias Leybold |
| 2001 | Automatic verb classification using multilingual resources. Vivian Tsang, Suzanne Stevenson |
| 2001 | Boosted decision graphs for NLP learning tasks. Jon D. Patrick, Ishaan Goyal |
| 2001 | Boosting trees for clause splitting. Xavier Carreras, Lluís Màrquez |
| 2001 | Clause detection using HMM. Antonio Molina, Ferran Plà |
| 2001 | Clause identification with long short-term memory. James Alistair Hammerton |
| 2001 | Combining a self-organising map with memory-based learning. James Alistair Hammerton, Erik F. Tjong Kim Sang |
| 2001 | Combining linguistic and machine learning techniques for email summarization. Smaranda Muresan, Evelyne Tzoukermann, Judith L. Klavans |
| 2001 | Coreference resolution with syntactico-semantic rules and corpus statistics. Sven Hartrumpf |
| 2001 | Distributional phrase structure induction. Dan Klein, Christopher D. Manning |
| 2001 | Exploring evidence for shallow parsing. Xin Li, Dan Roth |
| 2001 | Inducing probabilistic invertible translation grammars from aligned texts. Michael Carl |
| 2001 | Introduction to the CoNLL-2001 shared task: clause identification. Erik F. Tjong Kim Sang, Hervé Déjean |
| 2001 | Learning Computational Grammars. John Nerbonne, Anja Belz, Nicola Cancedda, Hervé Déjean, James Alistair Hammerton, Rob Koeling, Stasinos Konstantopoulos, Miles Osborne, Franck Thollard, Erik F. Tjong Kim Sang |
| 2001 | Learning class-to-class selectional preferences. Eneko Agirre, David Martínez |
| 2001 | Learning to identify animate references. Constantin Orasan, Richard Evans |
| 2001 | Memory-based clause identification. Erik F. Tjong Kim Sang |
| 2001 | Morpholog: Constrained and Supervised Learning of Morphology. Rémi Zajac |
| 2001 | Multidimensional transformation-based learning. Radu Florian, Grace Ngai |
| 2001 | On minimizing training corpus for parser acquisition. Rebecca Hwa |
| 2001 | Probabilistic models for PP-attachment resolution and NP analysis. Éric Gaussier, Nicola Cancedda |
| 2001 | Proceedings of the ACL 2001 Workshop on Computational Natural Language Learning, CoNLL 2001, Toulouse, France, July 6-7, 2001 Walter Daelemans, Rémi Zajac |
| 2001 | Semantic pattern learning through maximum entropy-based WSD technique. Maximiliano Saiz-Noeda, Armando Suárez, Manuel Palomar |
| 2001 | Unsupervised induction of stochastic context-free grammars using distributional clustering. Alexander Clark |
| 2001 | Using ALLiS for clausing. Hervé Déjean |