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This paper proposes a sophisticated architecture that mitigates troubles of recurrent matrix multiplications by decomposing A-multiplications into multiple groups and optimizing positional encoding by way of Grouped Finite Impulse Response (FIR) filtering, and incorporates the same mechanism to enhance the stability and overall performance in the m