794 citations · 794 across the 2 of their papers we have counts for
2 papers
cs.AI2012
Case-Factor Diagrams for Structured Probabilistic Modeling
David A. McAllester, Michael Collins, Fernando Pereira
We introduce a probabilistic formalism subsuming Markov random fields of bounded tree width and probabilistic context free grammars. Our models are based on a representation of Boo…
cs.CL2012★ 794 cited
Learning to Map Sentences to Logical Form: Structured Classification with Probabilistic Categorial Grammars
Luke S. Zettlemoyer, Michael Collins
This paper addresses the problem of mapping natural language sentences to lambda-calculus encodings of their meaning. We describe a learning algorithm that takes as input a trainin…