Integer and combinatorial optimization
Integer and combinatorial optimization
Wrappers for feature subset selection
Artificial Intelligence - Special issue on relevance
Data mining: practical machine learning tools and techniques with Java implementations
Data mining: practical machine learning tools and techniques with Java implementations
Building natural language generation systems
Building natural language generation systems
Approximation algorithms for the metric labeling problem via a new linear programming formulation
SODA '01 Proceedings of the twelfth annual ACM-SIAM symposium on Discrete algorithms
A machine learning approach to coreference resolution of noun phrases
Computational Linguistics - Special issue on computational anaphora resolution
Software infrastructure for natural language processing
ANLC '97 Proceedings of the fifth conference on Applied natural language processing
Computing locally coherent discourses
ACL '04 Proceedings of the 42nd Annual Meeting on Association for Computational Linguistics
Semantic role labeling via integer linear programming inference
COLING '04 Proceedings of the 20th international conference on Computational Linguistics
Modularity in inductively-learned word pronunciation systems
NeMLaP3/CoNLL '98 Proceedings of the Joint Conferences on New Methods in Language Processing and Computational Natural Language Learning
Has a consensus NL generation architecture appeared, and is it psycholinguistically plausible?
INLG '94 Proceedings of the Seventh International Workshop on Natural Language Generation
Aggregation via set partitioning for natural language generation
HLT-NAACL '06 Proceedings of the main conference on Human Language Technology Conference of the North American Chapter of the Association of Computational Linguistics
A pipeline framework for dependency parsing
COLING-ACL '06 Proceedings of the COLING/ACL on Main conference poster sessions
Constraint-based sentence compression an integer programming approach
COLING-ACL '06 Proceedings of the COLING/ACL on Main conference poster sessions
EACL '09 Proceedings of the 12th Conference of the European Chapter of the Association for Computational Linguistics
Using linguistically motivated features for paragraph boundary identification
EMNLP '06 Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing
Transliteration as constrained optimization
EMNLP '08 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Learning and inference with constraints
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 3
Global inference for sentence compression an integer linear programming approach
Journal of Artificial Intelligence Research
Automatically generating Wikipedia articles: a structure-aware approach
ACL '09 Proceedings of the Joint Conference of the 47th Annual Meeting of the ACL and the 4th International Joint Conference on Natural Language Processing of the AFNLP: Volume 1 - Volume 1
Creating an annotated corpus for generating walking directions
UCNLG+Sum '09 Proceedings of the 2009 Workshop on Language Generation and Summarisation
Discourse constraints for document compression
Computational Linguistics
Semi-supervised semantic role labeling via structural alignment
Computational Linguistics
Generating natural language descriptions from OWL ontologies: the natural OWL system
Journal of Artificial Intelligence Research
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We present a discrete optimization model based on a linear programming formulation as an alternative to the cascade of classifiers implemented in many language processing systems. Since NLP tasks are correlated with one another, sequential processing does not guarantee optimal solutions. We apply our model in an NLG application and show that it performs better than a pipeline-based system.