Learning to resolve natural language ambiguities: a unified approach
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
Structural ambiguity and lexical relations
Computational Linguistics - Special issue on using large corpora: I
Automatic retrieval and clustering of similar words
COLING '98 Proceedings of the 17th international conference on Computational linguistics - Volume 2
Statistical models for unsupervised prepositional phrase attachment
COLING '98 Proceedings of the 17th international conference on Computational linguistics - Volume 2
A rule-based approach to prepositional phrase attachment disambiguation
COLING '94 Proceedings of the 15th conference on Computational linguistics - Volume 2
PRINCIPAR: an efficient, broad-coverage, principle-based parser
COLING '94 Proceedings of the 15th conference on Computational linguistics - Volume 1
Automatic identification of non-compositional phrases
ACL '99 Proceedings of the 37th annual meeting of the Association for Computational Linguistics on Computational Linguistics
A maximum entropy model for prepositional phrase attachment
HLT '94 Proceedings of the workshop on Human Language Technology
Finite Automata for Compact Representation of Language Models in NLP
CIAA '01 Revised Papers from the 6th International Conference on Implementation and Application of Automata
Word clustering and disambiguation based on co-occurrence data
Natural Language Engineering
Finite automata for compact representation of tuple dictionaries
Theoretical Computer Science - Implementation and application automata
Learning random walk models for inducing word dependency distributions
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Combining unsupervised and supervised methods for PP attachment disambiguation
COLING '02 Proceedings of the 19th international conference on Computational linguistics - Volume 1
High precision extraction of grammatical relations
COLING '02 Proceedings of the 19th international conference on Computational linguistics - Volume 1
Web-based models for natural language processing
ACM Transactions on Speech and Language Processing (TSLP)
PhraseNet: towards context sensitive lexical semantics
CONLL '03 Proceedings of the seventh conference on Natural language learning at HLT-NAACL 2003 - Volume 4
Clustering Syntactic Positions with Similar Semantic Requirements
Computational Linguistics
High precision extraction of grammatical relations
New developments in parsing technology
PP-attachment disambiguation using large context
HLT '05 Proceedings of the conference on Human Language Technology and Empirical Methods in Natural Language Processing
Using the web as an implicit training set: application to structural ambiguity resolution
HLT '05 Proceedings of the conference on Human Language Technology and Empirical Methods in Natural Language Processing
The benefit of stochastic PP attachment to a rule-based parser
COLING-ACL '06 Proceedings of the COLING/ACL on Main conference poster sessions
Adding semantic roles to the chinese treebank
Natural Language Engineering
Prepositions in applications: A survey and introduction to the special issue
Computational Linguistics
A flexible unsupervised PP-attachment method using semantic information
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Quantifying constructional productivity with unseen slot members
CALC '09 Proceedings of the Workshop on Computational Approaches to Linguistic Creativity
Robust ontology acquisition from machine-readable dictionaries
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
Generalizing over lexical features: selectional preferences for semantic role classification
ACLShort '09 Proceedings of the ACL-IJCNLP 2009 Conference Short Papers
A graph-theoretic framework for semantic distance
Computational Linguistics
CICLing'05 Proceedings of the 6th international conference on Computational Linguistics and Intelligent Text Processing
Parse correction with specialized models for difficult attachment types
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
PP-attachment disambiguation boosted by a gigantic volume of unambiguous examples
IJCNLP'05 Proceedings of the Second international joint conference on Natural Language Processing
A hybrid approach to single and multiple PP attachment using wordnet
IJCNLP'05 Proceedings of the Second international joint conference on Natural Language Processing
Simple semi-supervised learning for prepositional phrase attachment
IWPT '11 Proceedings of the 12th International Conference on Parsing Technologies
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Prepositional phrase attachment is a common source of ambiguity in natural language processing. We present an unsupervised corpus-based approach to prepositional phrase attachment that achieves similar performance to supervised methods. Unlike previous unsupervised approaches in which training data is obtained by heuristic extraction of unambiguous examples from a corpus, we use an iterative process to extract training data from an automatically parsed corpus. Attachment decisions are made using a linear combination of features and low frequency events are approximated using contextually similar words.