| 2004 | A Boosting Algorithm for Classification of Semi-Structured Text. Taku Kudo, Yuji Matsumoto |
| 2004 | A Distributional Analysis of a Lexicalized Statistical Parsing Mode. Daniel M. Bikel |
| 2004 | A Hybrid Model for Morpho-Syntactic Annotation of German with a Large Tagset. Julia S. Trushkina, Erhard W. Hinrichs |
| 2004 | A New Approach for English-Chinese Named Entity Alignment. Donghui Feng, Yajuan Lü, Ming Zhou |
| 2004 | A Phrase-Based HMM Approach to Document/Abstract Alignment. Hal Daumé III, Daniel Marcu |
| 2004 | A Resource-light Approach to Russian Morphology: Tagging Russian using Czech resources. Jiri Hana, Anna Feldman, Chris Brew |
| 2004 | Active Learning and the Total Cost of Annotation. Jason Baldridge, Miles Osborne |
| 2004 | Adaptation of Maximum Entropy Capitalizer: Little Data Can Help a Lo. Ciprian Chelba, Alex Acero |
| 2004 | Adaptive Language and Translation Models for Interactive Machine Translation. Laurent Nepveu, Guy Lapalme, Philippe Langlais, George F. Foster |
| 2004 | Applying Conditional Random Fields to Japanese Morphological Analysis. Taku Kudo, Kaoru Yamamoto, Yuji Matsumoto |
| 2004 | Attribute-Based and Value-Based Clustering: An Evaluation. Abdulrahman Almuhareb, Massimo Poesio |
| 2004 | Automatic Analysis of Plot for Story Rewriting. Harry Halpin, Johanna D. Moore, Judy Robertson |
| 2004 | Automatic Paragraph Identification: A Study across Languages and Domains. Caroline Sporleder, Mirella Lapata |
| 2004 | Bilingual Parsing with Factored Estimation: Using English to Parse Korean. David A. Smith, Noah A. Smith |
| 2004 | Calibrating Features for Semantic Role Labeling. Nianwen Xue, Martha Palmer |
| 2004 | Chinese Part-of-Speech Tagging: One-at-a-Time or All-at-Once? Word-Based or Character-Based? Hwee Tou Ng, Jin Kiat Low |
| 2004 | Comparing and Combining Generative and Posterior Probability Models: Some Advances in Sentence Boundary Detection in Speech. Yang Liu, Andreas Stolcke, Elizabeth Shriberg, Mary P. Harper |
| 2004 | Dependencies vs. Constituents for Tree-Based Alignment. Daniel Gildea |
| 2004 | Efficient Decoding for Statistical Machine Translation with a Fully Expanded WFST Model. Hajime Tsukada, Masaaki Nagata |
| 2004 | Error Measures and Bayes Decision Rules Revisited with Applications to POS Tagging. Hermann Ney, Maja Popovic, David Sündermann |
| 2004 | Evaluating Information Content by Factoid Analysis: Human annotation and stability. Simone Teufel, Hans van Halteren |
| 2004 | From Machine Translation to Computer Assisted Translation using Finite-State Models. Jorge Civera, Elsa Cubel, Antonio L. Lagarda, David Picó, Jorge González, Enrique Vidal, Francisco Casacuberta, Juan Miguel Vilar, Sergio Barrachina |
| 2004 | Identifying Broken Plurals in Unvowelised Arabic Tex. Abduelbaset Goweder, Massimo Poesio, Anne N. De Roeck, Jeff Reynolds |
| 2004 | Improving Word Alignment Models using Structured Monolingual Corpor. Wei Wang, Ming Zhou |
| 2004 | Incremental Feature Selection and l1 Regularization for Relaxed Maximum-Entropy Modeling. Stefan Riezler, Alexander Vasserman |
| 2004 | Induction of Greedy Controllers for Deterministic Treebank Parsers. Tom Kalt |
| 2004 | Instance-Based Question Answering: A Data-Driven Approach. Lucian Vlad Lita, Jaime G. Carbonell |
| 2004 | Learning Hebrew Roots: Machine Learning with Linguistic Constraints. Ezra Daya, Dan Roth, Shuly Wintner |
| 2004 | Learning Nonstructural Distance Metric by Minimum Cluster Distortion. Daichi Mochihashi, Gen-ichiro Kikui, Kenji Kita |
| 2004 | Learning to Classify Email into "Speech Acts". William W. Cohen, Vitor R. Carvalho, Tom M. Mitchell |
| 2004 | LexPageRank: Prestige in Multi-Document Text Summarization. Günes Erkan, Dragomir R. Radev |
| 2004 | Max-Margin Parsing. Ben Taskar, Dan Klein, Michael Collins, Daphne Koller, Christopher D. Manning |
| 2004 | Mining Spoken Dialogue Corpora for System Evaluation and Modelin. Frédéric Béchet, Giuseppe Riccardi, Dilek Hakkani-Tür |
| 2004 | Mining Very-Non-Parallel Corpora: Parallel Sentence and Lexicon Extraction via Bootstrapping and E. Pascale Fung, Percy Cheung |
| 2004 | Mixing Weak Learners in Semantic Parsin. Rodney D. Nielsen, Sameer S. Pradhan |
| 2004 | Monolingual Machine Translation for Paraphrase Generation. Chris Quirk, Chris Brockett, William B. Dolan |
| 2004 | Multi-Document Biography Summarization. Liang Zhou, Miruna Ticrea, Eduard H. Hovy |
| 2004 | NP Bracketing by Maximum Entropy Tagging and SVM Reranking. Hal Daumé III, Daniel Marcu |
| 2004 | Object-Extraction and Question-Parsing using CCG. Stephen Clark, Mark Steedman, James R. Curran |
| 2004 | On Log-Likelihood-Ratios and the Significance of Rare Events. Robert C. Moore |
| 2004 | Phrase Pair Rescoring with Term Weighting for Statistical Machine Translatio. Bing Zhao, Stephan Vogel, Matthias Eck, Alex Waibel |
| 2004 | Proceedings of the 2004 Conference on Empirical Methods in Natural Language Processing , EMNLP 2004, A meeting of SIGDAT, a Special Interest Group of the ACL, held in conjunction with ACL 2004, 25-26 July 2004, Barcelona, Spain |
| 2004 | Random Forests in Language Modelin. Peng Xu, Frederick Jelinek |
| 2004 | Scaling Web-based Acquisition of Entailment Relations. Idan Szpektor, Hristo Tanev, Ido Dagan, Bonaventura Coppola |
| 2004 | Sentiment Analysis using Support Vector Machines with Diverse Information Sources. Tony Mullen, Nigel Collier |
| 2004 | Spelling Correction as an Iterative Process that Exploits the Collective Knowledge of Web Users. Silviu Cucerzan, Eric Brill |
| 2004 | Statistical Significance Tests for Machine Translation Evaluation. Philipp Koehn |
| 2004 | TextRank: Bringing Order into Text. Rada Mihalcea, Paul Tarau |
| 2004 | The Entropy Rate Principle as a Predictor of Processing Effort: An Evaluation against Eye-tracking Data. Frank Keller |
| 2004 | The Influence of Argument Structure on Semantic Role Assignment. Sebastian Padó, Gemma Boleda |
| 2004 | The Leaf Path Projection View of Parse Trees: Exploring String Kernels for HPSG Parse Selection. Kristina Toutanova, Penka Markova, Christopher D. Manning |
| 2004 | Trained Named Entity Recognition using Distributional Clusters. Dayne Freitag |
| 2004 | Unsupervised Domain Relevance Estimation for Word Sense Disambiguation. Alfio Massimiliano Gliozzo, Bernardo Magnini, Carlo Strapparava |
| 2004 | Unsupervised Semantic Role Labellin. Robert S. Swier, Suzanne Stevenson |
| 2004 | Unsupervised WSD based on Automatically Retrieved Examples: The Importance of Bias. Eneko Agirre, David Martínez |
| 2004 | Verb Sense and Subcategorization: Using Joint Inference to Improve Performance on Complementary Task. Galen Andrew, Trond Grenager, Christopher D. Manning |
| 2004 | VerbOcean: Mining the Web for Fine-Grained Semantic Verb Relations. Timothy Chklovski, Patrick Pantel |