Before revision:  These kinds of models, however, are still restricted to short text sequences like sentences due to the quadratic computational time and space complexity of self-attention with respect to the input sequence length.
After revision:  These kinds of models, however, are still limited to short text sequences like sentences due to the quadratic computational time and space complexity of self-attention with respect to the input sequence length.