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cs.CL2000
Probabilistic Constraint Logic Programming. Formal Foundations of Quantitative and Statistical Inference in Constraint-Based Natural Language Processing
Stefan Riezler
In this thesis, we present two approaches to a rigorous mathematical and algorithmic foundation of quantitative and statistical inference in constraint-based natural language proce…
cs.CL2000
Exploiting auxiliary distributions in stochastic unification-based grammars
Mark Johnson, Stefan Riezler
This paper describes a method for estimating conditional probability distributions over the parses of ``unification-based'' grammars which can utilize auxiliary distributions that…