Washington's Open Information Extraction project - Ollie[1] - is really, really good. For example I've found it much more effective that the OpenIE tool in Stanford CoreNLP.

I think Alchemy is pretty old though? Most people seem to use Tuffy for MLN now.

[1] https://github.com/knowitall/ollie