| 1997 | A Corpus-Based Approach for Building Semantic Lexicons. Ellen Riloff, Jessica Shepherd |
| 1997 | A Linear Observed Time Statistical Parser Based on Maximum Entropy Models. Adwait Ratnaparkhi |
| 1997 | Aggregate and mixed-order Markov models for statistical language processing. Lawrence K. Saul, Fernando Pereira |
| 1997 | An Efficient Distribution of Labor in a Two Stage Robust Interpretation Process. Carolyn Penstein Rosé, Alon Lavie |
| 1997 | An Empirical Approach to Temporal Reference Resolution. Janyce Wiebe, Thomas P. O'Hara, Kenneth J. McKeever, Thorsten Öhrström-Sandgren |
| 1997 | Assigning Grammatical Relations with a Back-off Model. Erika F. de Lima |
| 1997 | Attaching Multiple Prepositional Phrases: Backed-off Estimation Generalized. Paola Merlo |
| 1997 | Automatic Discovery of Non-Compositional Compounds in Parallel Data. I. Dan Melamed |
| 1997 | Detecting Subject Boundaries Within Text: A Language Independent Statistical Approach. Korin Richmond, Andrew Smith, Einat Amitay |
| 1997 | Distinguishing Word Senses in Untagged Text. Ted Pedersen, Rebecca F. Bruce |
| 1997 | Exemplar-Based Word Sense Disambiguation" Some Recent Improvements. Hwee Tou Ng |
| 1997 | Global Thresholding and Multiple-Pass Parsing. Joshua Goodman |
| 1997 | Inducing Terminology for Lexical Acquisition. Roberto Basili, Gianluca De Rossi, Maria Teresa Pazienza |
| 1997 | Learning Methods for Combining Linguistic Indicators to Classify Verbs. Eric V. Siegel |
| 1997 | Learning to Tag Multilingual Texts Through Observation. Scott W. Bennett, Chinatsu Aone |
| 1997 | Lexicon Effects on Chinese Information Retrieval. K. L. Kwok |
| 1997 | Mistake-Driven Learning in Text Categorization. Ido Dagan, Yael Karov, Dan Roth |
| 1997 | Name Searching and Information Retrieval. Paul Thompson, Christopher C. Dozier |
| 1997 | On aligning trees. Jo Calder |
| 1997 | Probabilistic Coreference in Information Extraction. Andrew Kehler |
| 1997 | Second Conference on Empirical Methods in Natural Language Processing, EMNLP 1997, Providence, RI, USA, August 1-2, 1997 Claire Cardie, Ralph M. Weischedel |
| 1997 | Tagging Grammatical Functions. Thorsten Brants, Wojciech Skut, Brigitte Krenn |
| 1997 | Text Segmentation Using Exponential Models. Doug Beeferman, Adam L. Berger, John D. Lafferty |
| 1997 | Word Sense Disambiguation Based on Structured Semantic Space. Donghong Ji, Changning Huang |