Skip to content

dorcoh/GradientBasedInference

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

45 Commits
 
 
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

Enforcing constraints on neural networks output with gradient steps

Seminar project in which I reproduced the below cited work method, this repository provides a framework and some experiments with this inference technique examined on the Semantic Role Labeling task which is an NLP sequence tagging problem. Code is written using Python 3.6 with the aid of AllenNLP and PyTorch libraries.

-- Lee, Jay Yoon, et al. "Gradient-based inference for networks with output constraints." Proceedings of the AAAI Conference on Artificial Intelligence. Vol. 33. 2019.

About

Reproduce Gradient-based Inference for Networks with Output Constraints [Jay-Yoon et al. AAAI19]

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

 
 
 

Contributors

Languages