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This paper proposes a complicated architecture that mitigates issues of recurrent matrix multiplications by decomposing A-multiplications into various groups and optimizing positional encoding by Grouped Finite Impulse Reaction (FIR) filtering, and incorporates the same mechanism to reinforce The steadiness and functionality with the design more th