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Generalized Expectation Criteria for Semi-Supervised Learning of Conditional Random Fields

Authors: nan

Publication: TIPSTER (2008)

DOI: nan

This paper presents a semi-supervised train- ing method for linear-chain conditional ran- dom fields that makes use of labeled features rather than labeled instances. This is accom- plished by using …...

36675

Efficient Computation of Expectations under Spanning Tree Distributions

Authors: nan

Publication: TIPSTER (2021)

DOI: nan

AbstractWe give a general framework for inference in spanning tree models. We propose unified algorithms for the important cases of first-order expectations and second-order expectations in edge-factored, non-projective spanning-tree models. …...

26679