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This paper proposes an advanced architecture that mitigates difficulties of recurrent matrix multiplications by decomposing A-multiplications into numerous groups and optimizing positional encoding by way of Grouped Finite Impulse Response (FIR) filtering, and incorporates an identical mechanism to improve The steadiness and performance from the pr