| 2008 | Dependency-based Syntactic-Semantic Analysis with PropBank and NomBank. | Richard Johansson, Pierre Nugues |
| 2008 | A Fast Boosting-based Learner for Feature-Rich Tagging and Chunking. | Tomoya Iwakura, Seishi Okamoto |
| 2008 | A Latent Variable Model of Synchronous Parsing for Syntactic and Semantic Dependencies. | James Henderson, Paola Merlo, Gabriele Musillo, Ivan Titov |
| 2008 | Easy as ABC? Facilitating Pictorial Communication via Semantically Enhanced Layout. | Andrew B. Goldberg, Xiaojin Zhu, Charles R. Dyer, Mohamed Eldawy, Lijie Heng |
| 2008 | Trainable Speaker-Based Referring Expression Generation. | Giuseppe Di Fabbrizio, Amanda Stent, Srinivas Bangalore |
| 2008 | Fully Unsupervised Graph-Based Discovery of General-Specific Noun Relationships from Web Corpora Frequency Counts. | Gal Dias, Raycho Mukelov, Guillaume Cleuziou |
| 2008 | Baby SRL: Modeling Early Language Acquisition. | Michael Connor, Yael Gertner, Cynthia Fisher, Dan Roth |
| 2008 | DeSRL: A Linear-Time Semantic Role Labeling System. | Massimiliano Ciaramita, Giuseppe Attardi, Felice Dell'Orletta, Mihai Surdeanu |
| 2008 | Probabilistic Model for Syntactic and Semantic Dependency Parsing. | Enhong Chen, Liu Shi, Dawei Hu |
| 2008 | A Cascaded Syntactic and Semantic Dependency Parsing System. | Wanxiang Che, Zhenghua Li, Yuxuan Hu, Yongqiang Li, Bing Qin, Ting Liu, Sheng Li |
| 2008 | TAG, Dynamic Programming, and the Perceptron for Efficient, Feature-Rich Parsing. | Xavier Carreras, Michael Collins, Terry Koo |
| 2008 | Improving Word Segmentation by Simultaneously Learning Phonotactics. | Daniel Blanchard, Jeffrey Heinz |
| 2008 | Fast Mapping in Word Learning: What Probabilities Tell Us. | Afra Alishahi, Afsaneh Fazly, Suzanne Stevenson |
| 2006 | What are the Productive Units of Natural Language Grammar? A DOP Approach to the Automatic Identification of Constructions. | Willem H. Zuidema |
| 2006 | Dependency Parsing as a Classication Problem. | Deniz Yuret |
| 2006 | The Exploration of Deterministic and Efficient Dependency Parsing. | Yu-Chieh Wu, Yue-Shi Lee, Jie-Chi Yang |
| 2006 | Improved Large Margin Dependency Parsing via Local Constraints and Laplacian Regularization. | Qin Iris Wang, Colin Cherry, Daniel J. Lizotte, Dale Schuurmans |
| 2006 | Can Human Verb Associations Help Identify Salient Features for Semantic Verb Classification? | Sabine Schulte im Walde |
| 2006 | Porting Statistical Parsers with Data-Defined Kernels. | Ivan Titov, James Henderson |
| 2006 | A Context Pattern Induction Method for Named Entity Extraction. | Partha Pratim Talukdar, Thorsten Brants, Mark Y. Liberman, Fernando C. N. Pereira |
| 2006 | Using Gazetteers in Discriminative Information Extraction. | Andrew Smith, Miles Osborne |
| 2006 | Maximum Spanning Tree Algorithm for Non-projective Labeled Dependency Parsing. | Nobuyuki Shimizu |
| 2006 | Language Independent Probabilistic Context-Free Parsing Bolstered by Machine Learning. | Michael Schiehlen, Kristina Spranger |
| 2006 | Multi-lingual Dependency Parsing with Incremental Integer Linear Programming. | Sebastian Riedel, Ruket akici, Ivn V. Meza-Ruz |
| 2006 | Non-Local Modeling with a Mixture of PCFGs. | Slav Petrov, Leon Barrett, Dan Klein |