Although multiple-attention mechanism has the potential to synthesize features in complicated sentences, enforcing the model to pay a fix number of attentions to the memory is unnatural and even sort of unreasonable for some cases.
we need a mechanism to stop the attention process automatically if no more useful information can be read from the memory.