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A comment on Unifying Logical and Statistical AI (2006) [pdf]. Parent comment
> A Short Introduction to Probabilistic Soft Logic
http://stephenbach.net/files/kimmig-probprog12.pdf
And a longer, more formal treatment of the same:
> Hinge-Loss Markov Random Fields and Probabilistic Soft Logic
http://www.jmlr.org/papers/volume18/15-631/15-631.pdf
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> A Short Introduction to Probabilistic Soft Logic
http://stephenbach.net/files/kimmig-probprog12.pdf
And a longer, more formal treatment of the same:
> Hinge-Loss Markov Random Fields and Probabilistic Soft Logic
http://www.jmlr.org/papers/volume18/15-631/15-631.pdf