Dynamic Skip Connections Mechanism
A dynamic skip connections mechanism is introduced to alleviate the lack of performance of LSTM on long-distance dependence. The dynamic skip connections mechanism can be used to directly connect two dependent words.
Dependency Learning Method Based On Reinforcement Learning
Since there is no label information of dependencies in the training data, we propose a new method based on reinforcement learning to automatically learn dependencies from the data.