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This paper proposes an advanced architecture that mitigates difficulties of recurrent matrix multiplications by decomposing A-multiplications into several teams and optimizing positional encoding as a result of Grouped Finite Impulse Response (FIR) filtering, and incorporates an analogous mechanism to improve the stability and effectiveness of your