Tuffy is an open source MLN framework hosted at: http://hazy.cs.wisc.edu/hazy/tuffy
The original version can be downloaded here:
http://hazy.cs.wisc.edu/hazy/tuffy/download/tuffy-src-0.3-mar2014.zip
This project will include minor modifications to Tuffy to support our inference needs.