In contrast with α, which denotes the correspondence between each source annotation and the current target hidden state, β is dominated by the target composite hidden state alone.
β is a time-dependent scalar in relation to the current target word, and therefore enables the attention model to explicitly quantify how far the leaf and no-leaf states contribute to the word prediction at each time step.