Attention method does not provide as accurate word importance as the Attribution, which exhibits the superiority of gradient-based methods and consists with the conclusion reported in the previous study (Jain and Wallace, 2019).
there are many possible ways to implement the general idea of exploiting gradients for model interpretation.