| 2010 | (Invited Talk) Bayesian Hidden Markov Models and Extensions. Zoubin Ghahramani |
| 2010 | (Invited Talk) Clueless: Explorations in Unsupervised, Knowledge-Lean Extraction of Lexical-Semantic Information. Lillian Lee |
| 2010 | A Comparative Study of Bayesian Models for Unsupervised Sentiment Detection. Chenghua Lin, Yulan He, Richard M. Everson |
| 2010 | A Hybrid Approach to Emotional Sentence Polarity and Intensity Classification. Jorge Carrillo de Albornoz, Laura Plaza, Pablo Gervás |
| 2010 | A Semi-Supervised Batch-Mode Active Learning Strategy for Improved Statistical Machine Translation. Sankaranarayanan Ananthakrishnan, Rohit Prasad, David Stallard, Prem Natarajan |
| 2010 | Computing Optimal Alignments for the IBM-3 Translation Model. Thomas Schoenemann |
| 2010 | Cross-Caption Coreference Resolution for Automatic Image Understanding. Micah Hodosh, Peter Young, Cyrus Rashtchian, Julia Hockenmaier |
| 2010 | Distributed Asynchronous Online Learning for Natural Language Processing. Kevin Gimpel, Dipanjan Das, Noah A. Smith |
| 2010 | Driving Semantic Parsing from the World's Response. James Clarke, Dan Goldwasser, Ming-Wei Chang, Dan Roth |
| 2010 | Efficient, Correct, Unsupervised Learning for Context-Sensitive Languages. Alexander Clark |
| 2010 | Identifying Patterns for Unsupervised Grammar Induction. Jesús Santamaría, Lourdes Araujo |
| 2010 | Improved Natural Language Learning via Variance-Regularization Support Vector Machines. Shane Bergsma, Dekang Lin, Dale Schuurmans |
| 2010 | Improved Unsupervised POS Induction Using Intrinsic Clustering Quality and a Zipfian Constraint. Roi Reichart, Raanan Fattal, Ari Rappoport |
| 2010 | Improvements in Unsupervised Co-Occurrence Based Parsing. Christian Hänig |
| 2010 | Improving Word Alignment by Semi-Supervised Ensemble. Shujian Huang, Kangxi Li, Xinyu Dai, Jiajun Chen |
| 2010 | Inspecting the Structural Biases of Dependency Parsing Algorithms. Yoav Goldberg, Michael Elhadad |
| 2010 | Joint Entity and Relation Extraction Using Card-Pyramid Parsing. Rohit J. Kate, Raymond J. Mooney |
| 2010 | Learning Better Monolingual Models with Unannotated Bilingual Text. David Burkett, Slav Petrov, John Blitzer, Dan Klein |
| 2010 | Learning Probabilistic Synchronous CFGs for Phrase-Based Translation. Markos Mylonakis, Khalil Sima'an |
| 2010 | On Reverse Feature Engineering of Syntactic Tree Kernels. Daniele Pighin, Alessandro Moschitti |
| 2010 | Online Entropy-Based Model of Lexical Category Acquisition. Grzegorz Chrupala, Afra Alishahi |
| 2010 | Proceedings of the Fourteenth Conference on Computational Natural Language Learning, CoNLL 2010, Uppsala, Sweden, July 15-16, 2010 Mirella Lapata, Anoop Sarkar |
| 2010 | Recession Segmentation: Simpler Online Word Segmentation Using Limited Resources. Constantine Lignos, Charles Yang |
| 2010 | Semi-Supervised Recognition of Sarcasm in Twitter and Amazon. Dmitry Davidov, Oren Tsur, Ari Rappoport |
| 2010 | Syntactic and Semantic Structure for Opinion Expression Detection. Richard Johansson, Alessandro Moschitti |
| 2010 | Tagging and Linking Web Forum Posts. Su Nam Kim, Li Wang, Timothy Baldwin |
| 2010 | Type Level Clustering Evaluation: New Measures and a POS Induction Case Study. Roi Reichart, Omri Abend, Ari Rappoport |
| 2010 | Viterbi Training Improves Unsupervised Dependency Parsing. Valentin I. Spitkovsky, Hiyan Alshawi, Daniel Jurafsky, Christopher D. Manning |