Considering this git-hub (https://github.com/yabata/pyrenn) repository, allows to create a wide range of (recurrent) neural network configurations that many researchers have been using it for sentiment analysis for Arabic text.
A attached a research paper where they addressed the same issue.
Hope this will helps you further in your research.