(2018) improved the performance of the vanilla LSTM (Hochreiter and Schmidhuber, 1997) by utilizing RL to discover structured representations and  interpreted the sentiment prediction of neural models by employing RL to find the decision-changing phrases.
nRE models are unique because we only care about the semantic inter-entity relation mentioned in the sentence.