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The Ghent Hybrid Model in NuWro: a new neutrino single-pion production model in the GeV regime

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arxiv 2405.05212 v4 pith:6SVT5JLZ submitted 2024-05-08 hep-ph hep-exnucl-th

classification hep-phhep-exnucl-th
keywords neutrinomodelproductionpredictionssingle-pioncarlogeneratorinteraction
verification ladder T0 review T1 audit T2 compute T3 formal
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abstract

Neutrino-induced single-pion production constitutes an essential interaction channel in modern neutrino oscillation experiments, with its products building up a significant fraction of the observable hadronic final states. Frameworks of oscillation analyses strongly rely on Monte Carlo neutrino event generators, which provide theoretical predictions of neutrino interactions on nuclear targets. Thus, it is crucial to integrate state-of-the-art single-pion production models with Monte Carlo simulations to prepare for the upcoming systematics-dominated landscape of neutrino measurements. In this work, we present the implementation of the Ghent Hybrid model for neutrino-induced single-pion production in the NuWro Monte Carlo event generator. The interaction dynamics includes coherently-added contributions from nucleon resonances and a non-resonant background, merged into the pythia branching predictions in the deep-inelastic regime, as instrumented by NuWro. This neutrino-nucleon interaction model is fully incorporated into the nuclear framework of the generator, allowing it to account for the influence of both initial- and final-state nuclear medium effects. We compare the predictions of this integrated implementation with recent pion production data from accelerator-based neutrino experiments. The results of the novel model show improved agreement of the generator predictions with the data and point to the significance of the refined treatment of the description of pion-production processes beyond the $\Delta$ region.

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Cited by 3 Pith papers

Reviewed papers in the Pith corpus that reference this work. Sorted by Pith novelty score. Full citation record

  1. Interaction-model dependence in calorimetric energy reconstruction methods due to non-linear material effects in modern neutrino detectors

    hep-ex 2026-07 conditional novelty 6.0 of 10

    Calorimetric neutrino energy reconstruction carries an interaction-model-dependent bias of ~7-18 MeV from Birks quenching and charge recombination, reducible to ~3.5 MeV with idealised hybrid tracking.

  2. What Cosine Similarity of Label Representations Can and Cannot Tell us

    cs.LG 2026-03 unverdicted novelty 5.0 of 10

    For softmax classifiers, cosine similarity of unembeddings is uninformative about model probabilities because it can be reset to ±1 while leaving all probabilities unchanged.

  3. Developments in NuWro Monte Carlo generator

    hep-ph 2025-01 conditional novelty 3.0 of 10

    NuWro's upcoming release will add an argon spectral function, the MINERvA axial form factor, the Valencia 2020 MEC model, and the Ghent hybrid pion model, alongside ML-based cross-section fits.

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