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OpenLoops 2

High Energy Physics - Phenomenology · Submitted 30 Jul 2019

abstract compiled · 2026-09-23 · no language-model review

The authors' main claim The resulting significant speed and stability improvements are especially relevant for challenging NLO multi-leg calculations and for NNLO applications.

how it is stated · asserted 0.99 read the record →

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arXiv ID1907.13071 (version 2)
Pith IDJKCOSD5X, Pith's permanent record of this paper and its review
CitationFederico Buccioni, Hantian Zhang, Jean-Nicolas Lang, Jonas M. Lindert, Max F. Zoller, Philipp Maierh\"ofer, Stefano Pozzorini. "OpenLoops 2." arXiv:1907.13071 (2019). https://pith.science/paper/JKCOSD5X
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Compiled by classifier-1.13.0 via TypeSafe API, question bank abstract-p1-20260923, 2026-09-23: 1 request, 5,109 input tokens.

What the abstract itself states, as probabilities: claims first 0.08 · states limitation 0.09 · human participants 0.01 · controlled comparison 0.04 · randomized assignment 0.01 · states quantitative result 0.05 · compares with prior results 0.72 · mentions code or data availability 0.07.

The abstract, sentence by sentence

arXiv listing abstract v2. Results and the main claim are underlined; .

We present the new version of OpenLoops, an automated generator of tree and one-loop scattering amplitudes based on the open-loop recursion. One main novelty of OpenLoops 2 is the extension of the original algorithm from NLO QCD to the full Standard Model, including electroweak (EW) corrections from gauge, Higgs and Yukawa interactions. In this context, among several new features, we discuss the systematic bookkeeping of QCD-EW interferences, a flexible implementation of the complex-mass scheme for processes with on-shell and off-shell unstable particles, a special treatment of on-shell and off-shell external photons, and efficient scale variations. The other main novelty is the implementation of the recently proposed on-the-fly reduction algorithm, which supersedes the usage of external reduction libraries for the calculation of tree-loop interferences. This new algorithm is equipped with an automated system that avoids Gram-determinant instabilities through analytic methods in combination with a new hybrid-precision approach based on a highly targeted usage of quadruple precision with minimal CPU overhead. The resulting significant speed and stability improvements are especially relevant for challenging NLO multi-leg calculations and for NNLO applications.

background contribution method result interpretation main claim

What the classifier reports for each sentence. The number is the probability it gave the label.
#sentencerolethe authors' own workstates the main conclusionstrength
s0 We present the new version of OpenLoops, an automated generator of tree and one-loop scattering amplitudes based on the open-loop recursion. contribution 1.00 0.91 0.15 asserted 1.00
s1 One main novelty of OpenLoops 2 is the extension of the original algorithm from NLO QCD to the full Standard Model, including electroweak (EW) corrections from gauge, Higgs and Yukawa interactions. contribution 1.00 0.88 0.22 asserted 1.00
s2 In this context, among several new features, we discuss the systematic bookkeeping of QCD-EW interferences, a flexible implementation of the complex-mass scheme for processes with on-shell and off-shell unstable particles, a special treatment of on-shell and off-shell external photons, and efficient scale variations. contribution 0.84 0.87 0.07 asserted 0.97
s3 The other main novelty is the implementation of the recently proposed on-the-fly reduction algorithm, which supersedes the usage of external reduction libraries for the calculation of tree-loop interferences. contribution 0.97 0.91 0.12 asserted 1.00
s4 This new algorithm is equipped with an automated system that avoids Gram-determinant instabilities through analytic methods in combination with a new hybrid-precision approach based on a highly targeted usage of quadruple precision with minimal CPU overhead. method 0.92 0.88 0.10 asserted 1.00
s5 The resulting significant speed and stability improvements are especially relevant for challenging NLO multi-leg calculations and for NNLO applications. interpretation 0.57 0.82 0.45 asserted 0.99

What kind of paper the classifier reports this is: method or tool 1.00 · evidence from simulation or computation 0.82.

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Every quoted sentence on this record is the authors'. Every label is from Pith's closed vocabulary, with the probability shown beside it. Every number in the measurements table is the authors', checked by code. Record as JSON

The paper
Original abstract

We present the new version of OpenLoops, an automated generator of tree and one-loop scattering amplitudes based on the open-loop recursion. One main novelty of OpenLoops 2 is the extension of the original algorithm from NLO QCD to the full Standard Model, including electroweak (EW) corrections from gauge, Higgs and Yukawa interactions. In this context, among several new features, we discuss the systematic bookkeeping of QCD-EW interferences, a flexible implementation of the complex-mass scheme for processes with on-shell and off-shell unstable particles, a special treatment of on-shell and off-shell external photons, and efficient scale variations. The other main novelty is the implementation of the recently proposed on-the-fly reduction algorithm, which supersedes the usage of external reduction libraries for the calculation of tree-loop interferences. This new algorithm is equipped with an automated system that avoids Gram-determinant instabilities through analytic methods in combination with a new hybrid-precision approach based on a highly targeted usage of quadruple precision with minimal CPU overhead. The resulting significant speed and stability improvements are especially relevant for challenging NLO multi-leg calculations and for NNLO applications.

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References

How the literature uses it

340 arXiv papers cite this in 456 sentences

Each citing sentence is taken from the citing paper's LaTeX source and typed by Pith's classifier. A label appears at probability 0.8 or more (0.95 for support), a contest at 0.7 or more; the quoted words are the citing authors'. How each label was checked · JSON

Papers citing it · 80 sentences without a confident label

Builds on it 1 paper
Uses its method or tool 258 papers
  • The exact fixed-order NLO EW results have been obtained with the + [ref] framework, allowing for a fully automated calculation of cross sections and observables at next-to-leading order in the electroweak coupling.

    Four lepton production and the accuracy of QED FSR · Computational methods · 0.99

  • A stable and fast implementation of the delicate real-virtual matrix element was possible by combining OpenLoops [ref] with NTS stabilisation [ref] .

    Muon-electron scattering at NNLO · Conclusions and outlook · 1.00

  • The one-loop-squared amplitudes for the $pp→H$, $pp→Hj$, and $pp→Hjj$ processes are computed through [ref] .

    Higgs-boson production in the full theory at NNLO+PS · Outline of the calculation · 1.00

Uses its data or values 1 paper
Compares with it 39 papers
Cites it as background 11 papers

What it cites · 84 sentences without a confident label

Uses the method or tool of 34 papers
  • The on-the-fly reduction methods [ref] implemented in are supplemented by a new stability system, which is based on the analysis of the analytic structure of spurious singularities in the employed reduction identities.

    On-the-fly reduction of open loops · On-the-fly stability system · 0.80

  • In this section we outline two variants of this procedure: the original open-loop method [ref] , which was used throughout in and is still used for loop-induced processes in , and the new on-the-fly method [ref] used for tree–loop interferences in .

    Scattering Amplitudes with Open Loops · The algorithm · 0.91

  • In , as detailed below, numerical instabilities are avoided by means of the library [ref] in combination with a stability rescue system that makes use of [ref] in qp.

    CutTools: a program implementing the OPP reduction method to compute one-loop amplitudes · Numerical stability · 1.00

Cites as background 22 papers

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