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This paper proposes a complicated architecture that mitigates challenges of recurrent matrix multiplications by decomposing A-multiplications into numerous teams and optimizing positional encoding by Grouped Finite Impulse Reaction (FIR) filtering, and incorporates the same mechanism to boost the stability and overall performance on the design more