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This paper proposes a complicated architecture that mitigates worries of recurrent matrix multiplications by decomposing A-multiplications into multiple teams and optimizing positional encoding as a result of Grouped Finite Impulse Response (FIR) filtering, and incorporates an identical system to enhance The steadiness and general performance in th