To address the length limit issue, the most straightforward method is to simply scale up the input context length.

T5) to generate an auxiliary directional stimulus prompt for each input instance.

This method not only largely simplifies specialized algorithm designs but also presents the potential to serve as a universal framework for time series modeling.