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This paper proposes a complicated architecture that mitigates troubles of recurrent matrix multiplications by decomposing A-multiplications into many teams and optimizing positional encoding by way of Grouped Finite Impulse Response (FIR) filtering, and incorporates an identical mechanism to improve The steadiness and overall performance with the p