Challenges of reproducing R-NET neural network using Keras 25 Aug 2017 By Martin Mirakyan, Karen Hambardzumyan and Hrant Khachatrian. In this post we describe our attempt to re-implement a neural architecture for automated question answering called R-NET, which is developed by the Natural Language Computing Group of Microsoft Research Asia. This architecture demonstrates the best performance among