In the beginning, based on the Up-Down model, we have attempted to implement the Constant Prophet Attention

We thank all the reviewers for the helpful comments. We will revise the paper to address your concerns. R1-Q1: The implementation seems straight-forward and the ablation analysis on the loss function. Thus we kept using L1 norm in the rest of experiments. We will conduct a systematic comparison between various loss functions in the next revision.