| 2010 | A Comparative Study of Bayesian Models for Unsupervised Sentiment Detection. | Chenghua Lin, Yulan He, Richard M. Everson |
| 2010 | Recession Segmentation: Simpler Online Word Segmentation Using Limited Resources. | Constantine Lignos, Charles Yang |
| 2010 | (Invited Talk) Clueless: Explorations in Unsupervised, Knowledge-Lean Extraction of Lexical-Semantic Information. | Lillian Lee |
| 2010 | Tagging and Linking Web Forum Posts. | Su Nam Kim, Li Wang, Timothy Baldwin |
| 2010 | A High-Precision Approach to Detecting Hedges and their Scopes. | Halil Kilicoglu, Sabine Bergler |
| 2010 | Joint Entity and Relation Extraction Using Card-Pyramid Parsing. | Rohit J. Kate, Raymond J. Mooney |
| 2010 | Syntactic and Semantic Structure for Opinion Expression Detection. | Richard Johansson, Alessandro Moschitti |
| 2010 | Detecting Hedge Cues and their Scopes with Average Perceptron. | Feng Ji, Xipeng Qiu, Xuanjing Huang |
| 2010 | Improving Word Alignment by Semi-Supervised Ensemble. | Shujian Huang, Kangxi Li, Xinyu Dai, Jiajun Chen |
| 2010 | Cross-Caption Coreference Resolution for Automatic Image Understanding. | Micah Hodosh, Peter Young, Cyrus Rashtchian, Julia Hockenmaier |
| 2010 | Improvements in Unsupervised Co-Occurrence Based Parsing. | Christian Hnig |
| 2010 | Inspecting the Structural Biases of Dependency Parsing Algorithms. | Yoav Goldberg, Michael Elhadad |
| 2010 | Distributed Asynchronous Online Learning for Natural Language Processing. | Kevin Gimpel, Dipanjan Das, Noah A. Smith |
| 2010 | (Invited Talk) Bayesian Hidden Markov Models and Extensions. | Zoubin Ghahramani |
| 2010 | A Hedgehop over a Max-Margin Framework Using Hedge Cues. | Maria Georgescul |
| 2010 | Hedge Detection Using the RelHunter Approach. | Eraldo R. Fernandes, Carlos E. M. Crestana, Ruy Luiz Milidi |
| 2010 | The CoNLL-2010 Shared Task: Learning to Detect Hedges and their Scope in Natural Language Text. | Richrd Farkas, Veronika Vincze, Gyrgy Mra, Jnos Csirik, Gyrgy Szarvas |
| 2010 | Semi-Supervised Recognition of Sarcasm in Twitter and Amazon. | Dmitry Davidov, Oren Tsur, Ari Rappoport |
| 2010 | HedgeHunter: A System for Hedge Detection and Uncertainty Classification. | David Clausen |
| 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 | Online Entropy-Based Model of Lexical Category Acquisition. | Grzegorz Chrupala, Afra Alishahi |
| 2010 | A Lucene and Maximum Entropy Model Based Hedge Detection System. | Lin Chen, Barbara Di Eugenio |
| 2010 | Learning Better Monolingual Models with Unannotated Bilingual Text. | David Burkett, Slav Petrov, John Blitzer, Dan Klein |
| 2010 | Improved Natural Language Learning via Variance-Regularization Support Vector Machines. | Shane Bergsma, Dekang Lin, Dale Schuurmans |