3k citations · 24.2k across the 299 of their papers we have counts for
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cs.AI2011★ 86 cited
Learning Dependency-Based Compositional Semantics
Percy Liang, Michael I. Jordan, Dan Klein
Suppose we want to build a system that answers a natural language question by representing its semantics as a logical form and computing the answer given a structured database of f…
cs.AI2011★ 59 cited
Variational Probabilistic Inference and the QMR-DT Network
T. S. Jaakkola, M. I. Jordan
We describe a variational approximation method for efficient inference in large-scale probabilistic models. Variational methods are deterministic procedures that provide approximat…