For more information, please look at this paper:
Noise Mitigation for Neural Entity Typing and Relation Extraction,
Heike Adel*, Yadollah Yaghoobzadeh* and Hinrich Schütze,
EACL 2017 (*equal contribution)

Python: 2.7.11 
Numpy: 1.10.4 
Theano: 0.8.2 
Blocks: 0.1.1 
Fuel: 0.1.1 

There are implementation for distant supervised as well as multi-instance multi-label (MIML) entity typing models. The script used for that is here:
train2level.py
And, the configs are in the "configs" subdirectory.