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This paper proposes a complicated architecture that mitigates problems of recurrent matrix multiplications by decomposing A-multiplications into several groups and optimizing positional encoding via Grouped Finite Impulse Response (FIR) filtering, and incorporates a similar system to improve The steadiness and general performance with the design ab