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This paper proposes an advanced architecture that mitigates difficulties of recurrent matrix multiplications by decomposing A-multiplications into several groups and optimizing positional encoding as a result of Grouped Finite Impulse Reaction (FIR) filtering, and incorporates the same mechanism to boost the stability and efficiency of your design