Performance of the ParticleNet tagger on small and large-radius jets at High Level Trigger in~Run~3

For Run 2022, the ParticleNet tagger aiming at identifying b-jets signatures and resonances decaying to a pair of b-jets X$\rightarrow$bb was deployed at the High Level Trigger. The following studies show the ParticleNet performance on small-radius jets ($\Delta$R=0.4) for simulated b jets compared to the performance of DeepJet and DeepCSV taggers standardly used in Run 2. In addition, the performance for large-radius jets ($\Delta$R=0.8) is measured for events recorded during 2022 at a center-of-mass energy of $\sqrt{s}$ = 13.6 TeV with an integrated luminosity of 34.3 fb$^{-1}$. The effect of increasing pile-up and general performance of the tagging sequences is evaluated.