Before revision:  Therefore, self-attention and the transformer technique can be a missing piece for a member-by-member post-processing of ensemble data with neural networks.
After revision:  Therefore, self-attention and the transformer technique can be a missing piece for a non-parametric post-processing of ensemble data with neural networks.