Introduction to the CoNLL-2005 Shared Task: Semantic Role Labeling

In this paper we describe the CoNLL-2005 shared task on Semantic Role Labeling. We introduce the specification and goals of the task, describe the data sets and evaluation methods, and present a general overview of the 19 systems that have contributed to the task, providing a comparative description and results.

[1]  Nianwen Xue,et al.  Calibrating Features for Semantic Role Labeling , 2004, EMNLP.

[2]  Ken Litkowski,et al.  Senseval-3 task: Automatic labeling of semantic roles , 2004, SENSEVAL@ACL.

[3]  Roberto Basili,et al.  Hierarchical Semantic Role Labeling , 2005, CoNLL.

[4]  Daniel Gildea,et al.  The Proposition Bank: An Annotated Corpus of Semantic Roles , 2005, CL.

[5]  Andrew McCallum,et al.  Joint Parsing and Semantic Role Labeling , 2005, CoNLL.

[6]  Masaki Murata,et al.  Semantic Role Labeling Using Support Vector Machines , 2005, CoNLL.

[7]  Wen-Lian Hsu,et al.  Exploiting Full Parsing Information to Label Semantic Roles Using an Ensemble of ME and SVM via Integer Linear Programming , 2005, CoNLL.

[8]  Nancy J. McCracken,et al.  Semantic Role Labeling Using libSVM , 2005, CoNLL.

[9]  Sanda M. Harabagiu,et al.  Using Predicate-Argument Structures for Information Extraction , 2003, ACL.

[10]  Hae-Chang Rim,et al.  Maximum Entropy Based Semantic Role Labeling , 2005, CoNLL.

[11]  Daniel Jurafsky,et al.  Semantic Role Chunking Combining Complementary Syntactic Views , 2005, CoNLL.

[12]  Martha Palmer,et al.  The Integration of Syntactic Parsing and Semantic Role Labeling , 2005, CoNLL.

[13]  Phil Blunsom,et al.  Semantic Role Labelling with Tree Conditional Random Fields , 2005, CoNLL.

[14]  Xavier Carreras,et al.  Introduction to the CoNLL-2004 Shared Task: Semantic Role Labeling , 2004, CoNLL.

[15]  Lluís Màrquez i Villodre,et al.  Semantic Role Labeling as Sequential Tagging , 2005, CoNLL.

[16]  Michael Collins,et al.  Head-Driven Statistical Models for Natural Language Parsing , 2003, CL.

[17]  Dan Roth,et al.  Semantic Role Labeling Via Integer Linear Programming Inference , 2004, COLING.

[18]  Jes Us Gim Enez And Llu Fast and Accurate Part{of{speech Tagging: the Svm Approach Revisited , 2003 .

[19]  Antal van den Bosch,et al.  Applying Spelling Error Correction Techniques for Improving Semantic Role Labelling , 2005, CoNLL.

[20]  Alessandro Moschitti,et al.  A Study on Convolution Kernels for Shallow Statistic Parsing , 2004, ACL.

[21]  Hwee Tou Ng,et al.  Named Entity Recognition with a Maximum Entropy Approach , 2003, CoNLL.

[22]  Daniel Jurafsky,et al.  Support Vector Learning for Semantic Argument Classification , 2005, Machine Learning.

[23]  Akshar Bharati,et al.  Inferring Semantic Roles Using Sub-Categorization Frames and Maximum Entropy Model , 2005, CoNLL.

[24]  Richard Johansson,et al.  Sparse Bayesian Classification of Predicate Arguments , 2005, CoNLL.

[25]  Xavier Carreras,et al.  Phrase recognition by filtering and ranking with perceptrons , 2003, RANLP.

[26]  Eugene Charniak,et al.  A Maximum-Entropy-Inspired Parser , 2000, ANLP.

[27]  Beatrice Santorini,et al.  Building a Large Annotated Corpus of English: The Penn Treebank , 1993, CL.

[28]  Mihai Surdeanu,et al.  Semantic Role Labeling Using Complete Syntactic Analysis , 2005, CoNLL.

[29]  Dan Roth,et al.  Generalized Inference with Multiple Semantic Role Labeling Systems , 2005, CoNLL.

[30]  Simone Paolo Ponzetto,et al.  Semantic Role Labeling Using Lexical Statistical Information , 2005, CoNLL.

[31]  Collin F. Baker,et al.  Building a Large Lexical Databank Which Provides Deep Semantics , 2001, PACLIC.

[32]  Wanxiang Che,et al.  Semantic Role Labeling System Using Maximum Entropy Classifier , 2005, CoNLL.

[33]  Daniel Gildea,et al.  Automatic Labeling of Semantic Roles , 2000, ACL.

[34]  Erik F. Tjong Kim Sang,et al.  Introduction to the CoNLL-2003 Shared Task: Language-Independent Named Entity Recognition , 2003, CoNLL.

[35]  Tony C. Smith,et al.  Semantic Role Labeling via Consensus in Pattern-Matching , 2005, CoNLL.

[36]  Christopher D. Manning,et al.  A Joint Model for Semantic Role Labeling , 2005, CoNLL.