Probabilistic Horn abduction and Bayesian networks
Artificial Intelligence
Selected papers of international conference on Fifth generation computer systems 92
Constraint Grammar: A Language-Independent System for Parsing Unrestricted Text
Constraint Grammar: A Language-Independent System for Parsing Unrestricted Text
Disjunctive Deductive Databases
LPAR '92 Proceedings of the International Conference on Logic Programming and Automated Reasoning
Tagging accurately: don't guess if you know
ANLC '94 Proceedings of the fourth conference on Applied natural language processing
Finite-state parsing and disambiguation
COLING '90 Proceedings of the 13th conference on Computational linguistics - Volume 2
Describing syntax with star-free regular expressions
EACL '03 Proceedings of the tenth conference on European chapter of the Association for Computational Linguistics - Volume 1
Sense and deduction: the power of peewees applied to the Senseval-2 Swedish lexical sample task
SENSEVAL '01 The Proceedings of the Second International Workshop on Evaluating Word Sense Disambiguation Systems
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This paper presents logical reconstructions of four different methods for part of speech tagging: Finite State Intersection Grammar, HMM tagging, Brill tagging, and Constraint Grammar. Each reconstruction consists of a first-order logical theory and an inference relation that can be applied to the theory, in conjunction with a description of data, in order to solve the tagging problem. The reconstructed methods are compared along a number of dimensions including ontology, expressive power, mode of reasoning, uncertainty, underspecification, and robustness. It is argued that logical reconstruction of NLP methods in general can lead to a deeper understanding of the knowledge and reasoning involved, and of the ways in which different methods are related.