To benefit the model parameterization with both the local and global information, we further adapt parameters of the encoder-decoder by utilizing both the context representations ξ t and the topic distribution θ.
the LSTM weight W at time step t is adapted as follows: where Ψ t is the gating function deciding whether the parameterization relies more on the context or the topics.