A Generation Framework for Grammar Development

We developed a general framework for the development of a symbolic (hand-written) feature-based lexicalised tree-adjoining grammar (FB-LTAG). We choose natural language generation, surface realisation in particular, to question the capabilities of the grammar in terms of both accuracy and robustness. Our framework combines an optimised surface realiser with efficient error mining techniques. While generating from a large data set provided by the Generation Challenge Surface Realisation task, we improve both accuracy and robustness of our grammar significantly.

[1]  Yun Chi,et al.  HybridTreeMiner: an efficient algorithm for mining frequent rooted trees and free trees using canonical forms , 2004, Proceedings. 16th International Conference on Scientific and Statistical Database Management, 2004..

[2]  Benoît Sagot,et al.  Error Mining in Parsing Results , 2006, ACL.

[3]  Michael White,et al.  Further Meta-Evaluation of Broad-Coverage Surface Realization , 2010, EMNLP.

[4]  J. Ross Quinlan,et al.  Induction of Decision Trees , 1986, Machine Learning.

[5]  Shashi Narayan,et al.  Generating Elliptic Coordination , 2013, ENLG.

[6]  Martin Kay,et al.  Chart Generation , 1996, ACL.

[7]  Gregor Thurmair Parsing for Grammar and Style Checking , 1990, COLING.

[8]  Joseph Le Roux,et al.  XMG: eXtensible MetaGrammar , 2013, Computational Linguistics.

[9]  Shashi Narayan,et al.  Error Mining on Dependency Trees , 2012, ACL.

[10]  Shashi Narayan,et al.  Structure-Driven Lexicalist Generation , 2012, COLING.

[11]  Stephan Oepen,et al.  High Efficiency Realization for a Wide-Coverage Unification Grammar , 2005, IJCNLP.

[12]  Gertjan van Noord Error Mining for Wide-Coverage Grammar Engineering , 2004, ACL.

[13]  Claire Gardent,et al.  Generating and Selecting Grammatical Paraphrases , 2005, ENLG.

[14]  XTAG Research Group,et al.  A Lexicalized Tree Adjoining Grammar for English , 1998, ArXiv.

[15]  Gertjan van Noord,et al.  Semantic-Head-Driven Generation , 1990, Comput. Linguistics.

[16]  Bruno Guillaume,et al.  Polarization and abstraction of grammatical formalisms as methods for lexical disambiguation , 2004, COLING.

[17]  Anja Belz,et al.  The First Surface Realisation Shared Task: Overview and Evaluation Results , 2011, ENLG.

[18]  Shashi Narayan,et al.  Multiple Adjunction in Feature-Based Tree-Adjoining Grammar , 2015, CL.

[19]  Claire Gardent,et al.  A Symbolic Approach to Near-Deterministic Surface Realisation using Tree Adjoining Grammar , 2007, ACL.

[20]  Jianqiang Ma,et al.  A generalized method for iterative error mining in parsing results , 2009 .

[21]  Shashi Narayan,et al.  Error Mining with Suspicion Trees: Seeing the Forest for the Trees , 2012, COLING.