Alpage: Transition-based Semantic Graph Parsing with Syntactic Features

This paper describes the systems deployed by the ALPAGE team to participate to the SemEval-2014 Task on Broad-Coverage Semantic Dependency Parsing. We developed two transition-based dependency parsers with extended sets of actions to handle non-planar acyclic graphs. For the open track, we worked over two orthogonal axes ‐ lexical and syntactic ‐ in order to provide our models with lexical and syntactic features such as word clusters, lemmas and tree fragments of different types.

[1]  Jan Hajic,et al.  The Prague Dependency Treebank , 2003 .

[2]  Adwait Ratnaparkhi,et al.  A Simple Introduction to Maximum Entropy Models for Natural Language Processing , 1997 .

[3]  Daniel M. Bikel,et al.  Design of a multi-lingual, parallel-processing statistical parsing engine , 2002 .

[4]  Geoffrey Leech,et al.  100 Million Words of English:The British National Corpus (BNC) , 1992 .

[5]  Wolfgang Seeker,et al.  (Re)ranking Meets Morphosyntax: State-of-the-art Results from the SPMRL 2013 Shared Task , 2013, SPMRL@EMNLP.

[6]  Jun'ichi Tsujii,et al.  Shift-Reduce Dependency DAG Parsing , 2008, COLING.

[7]  John Langford,et al.  Sparse Online Learning via Truncated Gradient , 2008, NIPS.

[8]  Yoav Goldberg,et al.  Efficient Implementation of Beam-Search Incremental Parsers , 2013, ACL.

[9]  Kenji Sagae,et al.  Dynamic Programming for Linear-Time Incremental Parsing , 2010, ACL.

[10]  Éric Villemonte de la Clergerie,et al.  Deep Syntax Annotation of the Sequoia French Treebank , 2014, LREC.

[11]  Jun'ichi Tsujii,et al.  Deep Linguistic Analysis for the Accurate Identification of Predicate-Argument Relations , 2004, COLING.

[12]  Daniel Marcu,et al.  Practical structured learning techniques for natural language processing , 2006 .

[13]  Noah A. Smith,et al.  Dependency Parsing , 2009, Encyclopedia of Artificial Intelligence.

[14]  Djamé Seddah,et al.  Exploring the Spinal-STIG Model for Parsing French , 2010, LREC.

[15]  Stephan Oepen,et al.  Broad-Coverage Semantic Dependency Parsing , 2014 .

[16]  Jacob Andreas,et al.  Parsing Graphs with Hyperedge Replacement Grammars , 2013, ACL.

[17]  Josef van Genabith,et al.  C-Structures and F-Structures for the British National Corpus , 2007 .

[18]  Bernd Bohnet,et al.  Very high accuracy and fast dependency parsing is not a contradiction , 2010, COLING 2010.

[19]  Éric Villemonte de la Clergerie,et al.  Exploring beam-based shift-reduce dependency parsing with DyALog: Results from the SPMRL 2013 shared task , 2013, SPMRL@EMNLP.

[20]  Alexandra Kinyon,et al.  Building a Treebank for French , 2000, LREC.

[21]  Nizar Habash,et al.  Overview of the SPMRL 2013 Shared Task: A Cross-Framework Evaluation of Parsing Morphologically Rich Languages , 2013, SPMRL@EMNLP.

[22]  Yuji Matsumoto MaltParser: A language-independent system for data-driven dependency parsing , 2005 .

[23]  Stephan Oepen,et al.  Who Did What to Whom? A Contrastive Study of Syntacto-Semantic Dependencies , 2012, LAW@ACL.

[24]  Sebastian Riedel,et al.  The CoNLL 2007 Shared Task on Dependency Parsing , 2007, EMNLP.

[25]  Stephan Oepen,et al.  SemEval 2014 Task 8: Broad-Coverage Semantic Dependency Parsing , 2014, *SEMEVAL.