It might have been more work to convert the model for the RK3588 NPU, even if Rockchip provides an SDK and an automated conversion tool that should help (the SDK includes a simulator for the NPU, so the converted model can be tried on a PC before being deployed on a board like Orange Pi):
Unbatched token generation is basically RAM bandwidth limited, as the entire model has to be cycled through for each token. I bet theoretical performance is similar to the GPU, albeit with much lower power consumption.