The methods:

LSM http://alchemy.cs.washington.edu/papers/kok10/ [kok]

LHL http://alchemy.cs.washington.edu/papers/kok09a/ [kok]

BUSL http://www.cs.utexas.edu/~ml/mlns/ [Lilyana Mihalkova]

Data sets:

1.For the small scale data experments

uw-cse：

webkb：

cora:

2.For the larger scale data experments

Freebase:

WordNet:

[paper] learn markov logic network via random walk, experiment records.