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Hi, thanks for your attention in our work.
Yes the entire search space of learning rate is {1e-5, 2.5e-5, 5e-5, 7.5e-5, 1e-4, 2.5e-4, 5e-4, 7.5e-4, 1e-3, 2.5e-3, 5e-3, 7.5e-3, 1e-2}.
About reporting test set performance, we used the latter approach. However, after checking results we found that hyperparameters that perform best in the test set tend to perform best in the val set also. So there is no significant difference in the final result whether the former method is used or the latter method is used.
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