| 2009 | A Metalearning Approach to Processing the Scope of Negation. Roser Morante, Walter Daelemans |
| 2009 | A Method for Stopping Active Learning Based on Stabilizing Predictions and the Need for User-Adjustable Stopping. Michael Bloodgood, K. Vijay-Shanker |
| 2009 | A simple feature-copying approach for long-distance dependencies. Marc B. Vilain, Jonathan Huggins, Ben Wellner |
| 2009 | An Intrinsic Stopping Criterion for Committee-Based Active Learning. Fredrik Olsson, Katrin Tomanek |
| 2009 | Automatic Selection of High Quality Parses Created By a Fully Unsupervised Parser. Roi Reichart, Ari Rappoport |
| 2009 | Data-Driven Dependency Parsing of New Languages Using Incomplete and Noisy Training Data. Kathrin Spreyer, Jonas Kuhn |
| 2009 | Design Challenges and Misconceptions in Named Entity Recognition. Lev-Arie Ratinov, Dan Roth |
| 2009 | Efficient Linearization of Tree Kernel Functions. Daniele Pighin, Alessandro Moschitti |
| 2009 | Fine-Grained Classification of Named Entities Exploiting Latent Semantic Kernels. Claudio Giuliano |
| 2009 | Glen, Glenda or Glendale: Unsupervised and Semi-supervised Learning of English Noun Gender. Shane Bergsma, Dekang Lin, Randy Goebel |
| 2009 | Improving Text Classification by a Sense Spectrum Approach to Term Expansion. Peter Wittek, Sándor Darányi, Chew Lim Tan |
| 2009 | Improving Translation Lexicon Induction from Monolingual Corpora via Dependency Contexts and Part-of-Speech Equivalences. Nikesh Garera, Chris Callison-Burch, David Yarowsky |
| 2009 | Interactive Feature Space Construction using Semantic Information. Dan Roth, Kevin Small |
| 2009 | Investigating Automatic Alignment Methods for Slide Generation from Academic Papers. Brandon Beamer, Roxana Girju |
| 2009 | Joint Inference for Natural Language Processing. Andrew McCallum |
| 2009 | Learning Where to Look: Modeling Eye Movements in Reading. Mattias Nilsson, Joakim Nivre |
| 2009 | Lexical Patterns or Dependency Patterns: Which Is Better for Hypernym Extraction? Erik F. Tjong Kim Sang, Katja Hofmann |
| 2009 | Minimally Supervised Model of Early Language Acquisition. Michael Connor, Yael Gertner, Cynthia Fisher, Dan Roth |
| 2009 | Mining the Web for Reciprocal Relationships. Michael J. Paul, Roxana Girju, Chen Li |
| 2009 | Modeling Word Learning As Communicative Inference. Michael C. Frank |
| 2009 | Monte Carlo inference and maximization for phrase-based translation. Abhishek Arun, Chris Dyer, Barry Haddow, Phil Blunsom, Adam Lopez, Philipp Koehn |
| 2009 | New Features for FrameNet - WordNet Mapping. Sara Tonelli, Daniele Pighin |
| 2009 | Proceedings of the Thirteenth Conference on Computational Natural Language Learning, CoNLL 2009, Boulder, Colorado, USA, June 4-5, 2009 Suzanne Stevenson, Xavier Carreras |
| 2009 | Representing words as regions in vector space. Katrin Erk |
| 2009 | Sample Selection for Statistical Parsers: Cognitively Driven Algorithms and Evaluation Measures. Roi Reichart, Ari Rappoport |
| 2009 | Superior and Efficient Fully Unsupervised Pattern-based Concept Acquisition Using an Unsupervised Parser. Dmitry Davidov, Roi Reichart, Ari Rappoport |
| 2009 | The NVI Clustering Evaluation Measure. Roi Reichart, Ari Rappoport |
| 2009 | Using Encyclopedic Knowledge for Automatic Topic Identification. Kino Coursey, Rada Mihalcea, William E. Moen |