Floating search methods in feature selection
Pattern Recognition Letters
Centering: a framework for modeling the local coherence of discourse
Computational Linguistics
Building a large annotated corpus of English: the penn treebank
Computational Linguistics - Special issue on using large corpora: II
Discovery of inference rules for question-answering
Natural Language Engineering
COLING '98 Proceedings of the 17th international conference on Computational linguistics - Volume 1
Recovering implicit information
ACL '86 Proceedings of the 24th annual meeting on Association for Computational Linguistics
Event-building through role-filling and anaphora resolution
ACL '91 Proceedings of the 29th annual meeting on Association for Computational Linguistics
Verbs semantics and lexical selection
ACL '94 Proceedings of the 32nd annual meeting on Association for Computational Linguistics
The kappa statistic: a second look
Computational Linguistics
Coarse-to-fine n-best parsing and MaxEnt discriminative reranking
ACL '05 Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics
Discovering asymmetric entailment relations between verbs using selectional preferences
ACL-44 Proceedings of the 21st International Conference on Computational Linguistics and the 44th annual meeting of the Association for Computational Linguistics
Verb phrase ellipsis detection using automatically parsed text
COLING '04 Proceedings of the 20th international conference on Computational Linguistics
Automatic construction of nominal case frames and its application to indirect anaphora resolution
COLING '04 Proceedings of the 20th international conference on Computational Linguistics
The importance of syntactic parsing and inference in semantic role labeling
Computational Linguistics
LIBLINEAR: A Library for Large Linear Classification
The Journal of Machine Learning Research
A twin-candidate model for learning-based anaphora resolution
Computational Linguistics
BART: a modular toolkit for coreference resolution
HLT-Demonstrations '08 Proceedings of the 46th Annual Meeting of the Association for Computational Linguistics on Human Language Technologies: Demo Session
The CoNLL-2008 shared task on joint parsing of syntactic and semantic dependencies
CoNLL '08 Proceedings of the Twelfth Conference on Computational Natural Language Learning
Dependency-based syntactic-semantic analysis with PropBank and NomBank
CoNLL '08 Proceedings of the Twelfth Conference on Computational Natural Language Learning
The role of implicit argumentation in nominal SRL
NAACL '09 Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics
SemEval-2010 task 10: linking events and their participants in discourse
DEW '09 Proceedings of the Workshop on Semantic Evaluations: Recent Achievements and Future Directions
Indexing on semantic roles for question answering
IRQA '08 Coling 2008: Proceedings of the 2nd workshop on Information Retrieval for Question Answering
Annotating a Japanese text corpus with predicate-argument and coreference relations
LAW '07 Proceedings of the Linguistic Annotation Workshop
Discriminative approach to predicate-argument structure analysis with zero-anaphora resolution
ACLShort '09 Proceedings of the ACL-IJCNLP 2009 Conference Short Papers
Analysis of discourse structure with syntactic dependencies and data-driven shift-reduce parsing
IWPT '09 Proceedings of the 11th International Conference on Parsing Technologies
Introduction to the CoNLL-2005 shared task: semantic role labeling
CONLL '05 Proceedings of the Ninth Conference on Computational Natural Language Learning
Generalized inference with multiple semantic role labeling systems
CONLL '05 Proceedings of the Ninth Conference on Computational Natural Language Learning
Graph-based event coreference resolution
TextGraphs-4 Proceedings of the 2009 Workshop on Graph-based Methods for Natural Language Processing
A latent dirichlet allocation method for selectional preferences
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
Beyond NomBank: a study of implicit arguments for nominal predicates
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
SemEval-2010 task 10: Linking events and their participants in discourse
SemEval '10 Proceedings of the 5th International Workshop on Semantic Evaluation
SEMAFOR: Frame argument resolution with log-linear models
SemEval '10 Proceedings of the 5th International Workshop on Semantic Evaluation
VENSES++: Adapting a deep semantic processing system to the identification of null instantiations
SemEval '10 Proceedings of the 5th International Workshop on Semantic Evaluation
A model for composing semantic relations
IWCS '11 Proceedings of the Ninth International Conference on Computational Semantics
A joint model of implicit arguments for nominal predicates
RELMS '11 Proceedings of the ACL 2011 Workshop on Relational Models of Semantics
LIARc: labeling implicit ARguments in spanish deverbal nominalizations
CICLing'13 Proceedings of the 14th international conference on Computational Linguistics and Intelligent Text Processing - Volume Part I
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Nominal predicates often carry implicit arguments. Recent work on semantic role labeling has focused on identifying arguments within the local context of a predicate; implicit arguments, however, have not been systematically examined. To address this limitation, we have manually annotated a corpus of implicit arguments for ten predicates from NomBank. Through analysis of this corpus, we find that implicit arguments add 71% to the argument structures that are present in NomBank. Using the corpus, we train a discriminative model that is able to identify implicit arguments with an F1 score of 50%, significantly outperforming an informed baseline model. This article describes our investigation, explores a wide variety of features important for the task, and discusses future directions for work on implicit argument identification.