This paper proposes a sophisticated architecture that mitigates troubles of recurrent matrix multiplications by decomposing A-multiplications into multiple groups and optimizing positional encoding as a result of Grouped Finite Impulse Reaction (FIR) filtering, and incorporates a similar mechanism to enhance The steadiness and effectiveness of your