Yes, you will need to restart a new training with new training arguments, since you are not resuming from a checkpoint.
The Trainer uses a linear decay by default, not the 1cycle policy, so you learning rate did end up at 0 at the end of the first training, and will restart at the value you set in your new training arguments.