Proposes sigsoftmax to overcome the softmax bottleneck in language models.
problem Softmax function acts as a bottleneck in neural network representational capacity.
method Identifies the cause of softmax bottleneck and proposes sigsoftmax as a new activation function.
result Sigsoftmax outperforms softmax in language modeling tasks.