| 2001 | A Sequential Model for Multi-Class Classification. Yair Even-Zohar, Dan Roth |
| 2001 | Automatic Corpus-based Tone Prediction using K-ToBI Representation. Jin-Seok Lee, Byeongchang Kim, Gary Geunbae Lee |
| 2001 | Classifying the Semantic Relations in Noun Compounds via a Domain-Specific Lexical Hierarchy. Barbara Rosario, Marti A. Hearst |
| 2001 | Comparing Data-Driven Learning Algorithms for PoS Tagging of Swedish. Beáta Megyesi |
| 2001 | Corpus Variation and Parser Performance. Daniel Gildea |
| 2001 | Detecting Short Passages of Similar Text in Large Document Collections. Caroline Lyon, James A. Malcolm, Bob Dickerson |
| 2001 | Feature Space Restructuring for SVMs with Application to Text Categorization. Hiroya Takamura, Yuji Matsumoto |
| 2001 | Hybrid Text Mining for Finding Abbreviations and their Definitions. Youngja Park, Roy J. Byrd |
| 2001 | Impact of Quality and Quantity of Corpora on Stochastic Generation. Srinivas Bangalore, John Chen, Owen Rambow |
| 2001 | Improving Lexical Mapping Model of English-Korean Bitext Using Structural Features. Seonho Kim, Juntae Yoon, Mansuk Song |
| 2001 | Information Extraction Using the Structured Language Model. Ciprian Chelba, Milind Mahajan |
| 2001 | Is Knowledge-Free Induction of Multiword Unit Dictionary Headwords a Solved Problem? Patrick Schone, Daniel Jurafsky |
| 2001 | Knowledge Sources for Word-Level Translation Models. Philipp Koehn, Kevin Knight |
| 2001 | Latent Semantic Analysis for Text Segmentation. Freddy Y. Y. Choi, Peter M. Wiemer-Hastings, Johanna D. Moore |
| 2001 | Learning Within-Sentence Semantic Coherence. Elena Eneva, Rose Hoberman, Lucian Vlad Lita |
| 2001 | Limitations of Co-Training for Natural Language Learning from Large Datasets. David R. Pierce, Claire Cardie |
| 2001 | Probabilistic Context-Free Grammars for Syllabification and Grapheme-to-Phoneme Conversion. Karin Müller |
| 2001 | Proceedings of the Conference on Empirical Methods in Natural Language Processing, EMNLP 2001, Pittsburgh, PA USA, June 3-4, 2001 |
| 2001 | Question Answering Using a Large Text Database: A Machine Learning Approach. Hwee Tou Ng, Jennifer Lai-Pheng Kwan, Yiyuan Xia |
| 2001 | Stacking Classifiers for Anti-Spam Filtering of E-Mail. Georgios Sakkis, Ion Androutsopoulos, Georgios Paliouras, Vangelis Karkaletsis, Constantine D. Spyropoulos, Panagiotis Stamatopoulos |
| 2001 | The Unknown Word Problem: a Morphological Analysis of Japanese Using Maximum Entropy Aided by a Dictionary. Kiyotaka Uchimoto, Satoshi Sekine, Hitoshi Isahara |
| 2001 | Using Bins to Empirically Estimate Term Weights for Text Categorization. Carl L. Sable, Kenneth Ward Church |