61 citations · 115 across the 19 of their papers we have counts for
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cs.IT2018★ 61 cited
Formal Limitations on the Measurement of Mutual Information
David McAllester, Karl Stratos
Measuring mutual information from finite data is difficult. Recent work has considered variational methods maximizing a lower bound. In this paper, we prove that serious statistica…
cs.CL2018
Mutual Information Maximization for Simple and Accurate Part-Of-Speech Induction
Karl Stratos
We address part-of-speech (POS) induction by maximizing the mutual information between the induced label and its context. We focus on two training objectives that are amenable to s…
cs.CL2018★ 1 cited
OneNet: Joint Domain, Intent, Slot Prediction for Spoken Language Understanding
Young-Bum Kim, Sungjin Lee, Karl Stratos
In practice, most spoken language understanding systems process user input in a pipelined manner; first domain is predicted, then intent and semantic slots are inferred according t…