Structural ambiguity and lexical relations
Computational Linguistics - Special issue on using large corpora: I
Building a large annotated corpus of English: the penn treebank
Computational Linguistics - Special issue on using large corpora: II
Independence assumptions considered harmful
ACL '98 Proceedings of the 35th Annual Meeting of the Association for Computational Linguistics and Eighth Conference of the European Chapter of the Association for Computational Linguistics
Memory-based learning: using similarity for smoothing
ACL '98 Proceedings of the 35th Annual Meeting of the Association for Computational Linguistics and Eighth Conference of the European Chapter of the Association for Computational Linguistics
A rule-based approach to prepositional phrase attachment disambiguation
COLING '94 Proceedings of the 15th conference on Computational linguistics - Volume 2
A maximum entropy model for prepositional phrase attachment
HLT '94 Proceedings of the workshop on Human Language Technology
A shallow parser based on closed-class words to capture relations in biomedical text
Journal of Biomedical Informatics
Using the web to obtain frequencies for unseen bigrams
Computational Linguistics - Special issue on web as corpus
Word clustering and disambiguation based on co-occurrence data
Natural Language Engineering
Term extraction + term clustering: an integrated platform for computer-aided terminology
EACL '99 Proceedings of the ninth conference on European chapter of the Association for Computational Linguistics
Automatic verb classification using distributions of grammatical features
EACL '99 Proceedings of the ninth conference on European chapter of the Association for Computational Linguistics
A class-based probabilistic approach to structural disambiguation
COLING '00 Proceedings of the 18th conference on Computational linguistics - Volume 1
An unsupervised model for statistically determining coordinate phrase attachment
ACL '99 Proceedings of the 37th annual meeting of the Association for Computational Linguistics on Computational Linguistics
Acquiring lexical generalizations from corpora: a case study for diathesis alternations
ACL '99 Proceedings of the 37th annual meeting of the Association for Computational Linguistics on Computational Linguistics
Automatic extraction of titles from general documents using machine learning
Proceedings of the 5th ACM/IEEE-CS joint conference on Digital libraries
Combining unsupervised and supervised methods for PP attachment disambiguation
COLING '02 Proceedings of the 19th international conference on Computational linguistics - Volume 1
An unsupervised approach to prepositional phrase attachment using contextually similar words
ACL '00 Proceedings of the 38th Annual Meeting on Association for Computational Linguistics
Web-based models for natural language processing
ACM Transactions on Speech and Language Processing (TSLP)
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Sample Selection for Statistical Parsing
Computational Linguistics
Probabilistic models for PP-attachment resolution and NP analysis
ConLL '01 Proceedings of the 2001 workshop on Computational Natural Language Learning - Volume 7
Automatic extraction of titles from general documents using machine learning
Information Processing and Management: an International Journal
Part of speech tagging in context
COLING '04 Proceedings of the 20th international conference on Computational Linguistics
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
Web taxonomy integration with hierarchical shrinkage algorithm and fine-grained relations
Expert Systems with Applications: An International Journal
Efficient Parsing Using Filtered-Popping Recursive Transition Networks
CIAA '09 Proceedings of the 14th International Conference on Implementation and Application of Automata
Large-scale extraction and use of knowledge from text
Proceedings of the fifth international conference on Knowledge capture
How bad is the problem of PP-attachment?: a comparison of English, German and Swedish
Prepositions '06 Proceedings of the Third ACL-SIGSEM Workshop on Prepositions
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
Reduction of maximum entropy models to hidden markov models
UAI'02 Proceedings of the Eighteenth conference on Uncertainty in artificial intelligence
AIRS'05 Proceedings of the Second Asia conference on Asia Information Retrieval Technology
CICLing'05 Proceedings of the 6th international conference on Computational Linguistics and Intelligent Text 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
Simple semi-supervised learning for prepositional phrase attachment
IWPT '11 Proceedings of the 12th International Conference on Parsing Technologies
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We present several unsupervised statistical models for the prepositional phrase attachment task that approach the accuracy of the best supervised methods for this task. Our unsupervised approach uses a heuristic based on attachment proximity and trains from raw text that is annotated with only part-of-speech tags and morphological base forms, as opposed to attachment information. It is therefore less resource-intensive and more portable than previous corpus-based algorithm proposed for this task. We present results for prepositional phrase attachment in both English and Spanish.