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This paper proposes a sophisticated architecture that mitigates issues of recurrent matrix multiplications by decomposing A-multiplications into many teams and optimizing positional encoding by Grouped Finite Impulse Reaction (FIR) filtering, and incorporates the same mechanism to enhance the stability and efficiency in the model about prolonged se