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Abstract

Monte Carlo Event Generators are tools for simulating outcomes of high-energy collisions and particle production in High Energy Physics (HEP), such as those conducted at the Large Hadron Collider (LHC). Two of the most widely used general-purpose event generators are \textsc{Pythia} and \textsc{Herwig}, both of which play a significant role in understanding particle production, the internal structure of the proton, and the underlying physics of interactions that take place at LHC. This paper emphasizes the importance of Monte Carlo event generators like \textsc{Pythia} and \textsc{Herwig} in simulating particle collisions while analyzing the differences in the predictions of the event generators. The LHCb experiment's main focus is to study heavy quark hadrons. Given its specialization on precision measurements and rare decays, the choice of event generator for simulations at LHCb is crucial. In this paper, we present a comparison between simulations using \textsc{Pythia} and \textsc{Herwig} with LHCb data. Our analysis demonstrates that \textsc{Pythia} provides a more consistent agreement with experimental measurements across key observables and hence remains the preferred generator for many particle physics analyses at the LHCb experiment, ensuring its continued importance in future high-energy physics research.