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This paper proposes a sophisticated architecture that mitigates issues 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 the same mechanism to reinforce The steadiness and performance with the product abo