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Application of the matrix element method to Higgs boson pair production in the channel $\textrm{HH} \to \textrm{b}\bar{\textrm{b}}\textrm{W}\textrm{W}^{*}$ at the LHC

High Energy Physics - Phenomenology · Submitted 11 Aug 2021

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

The authors' main claim We find that the $\textrm{t}\bar{\textrm{t}}$ background can be reduced to a level of $0.26\%$ for a signal efficiency of $35\%$.

how it is stated · asserted 1.00 read the record →

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arXiv ID2108.05267 (version 2)
Pith IDHUNXCNSK, Pith's permanent record of this paper and its review
CitationChristian Veelken, Karl Ehat\"aht. "Application of the matrix element method to Higgs boson pair production in the channel $\textrm{HH} \to \textrm{b}\bar{\textrm{b}}\textrm{W}\textrm{W}^{*}$ at the LHC." arXiv:2108.05267 (2021). https://pith.science/paper/HUNXCNSK
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The compiled record

The paper's own sentences, arranged. Each label is drawn from a closed vocabulary; the number beside it is the probability the classifier gave that label. Numbers in the tables are the authors', checked by code. No sentence in this record was written by a model.

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Compiled by classifier-1.13.0 via TypeSafe API, question bank abstract-p1-20260923, 2026-09-23: 1 request, 3,918 input tokens.

What the abstract itself states, as probabilities: claims first 0.03 · states limitation 0.18 · human participants 0.01 · controlled comparison 0.28 · randomized assignment 0.01 · states quantitative result 0.99 · compares with prior results 0.14 · mentions code or data availability 0.02.

The abstract, sentence by sentence

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

We apply the matrix element method (MEM) to the search for non-resonant Higgs boson pair ($\textrm{HH}$) production in the channel $\textrm{HH} \to \textrm{b}\bar{\textrm{b}}\textrm{W}\textrm{W}^{*}$ at the LHC and study the separation between the $\textrm{HH}$ signal and the large irreducible background, which arises from the production of top quark pairs ($\textrm{t}\bar{\textrm{t}}$). Our study focuses on events containing two leptons (electrons or muons) in the final state. The separation between signal and background is studied for experimental conditions characteristic for the ATLAS and CMS experiments during LHC Run $2$, using the DELPHES fast-simulation package. We find that the $\textrm{t}\bar{\textrm{t}}$ background can be reduced to a level of $0.26\%$ for a signal efficiency of $35\%$.

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 apply the matrix element method (MEM) to the search for non-resonant Higgs boson pair ($\textrm{HH}$) production in the channel $\textrm{HH} \to \textrm{b}\bar{\textrm{b}}\textrm{W}\textrm{W}^{*}$ at the LHC and study the separation between the $\textrm{HH}$ signal and the large irreducible background, which arises from the production of top quark pairs ($\textrm{t}\bar{\textrm{t}}$). contribution 0.99 0.93 0.11 asserted 0.96
s1 Our study focuses on events containing two leptons (electrons or muons) in the final state. method 0.57 0.49 0.02 asserted 0.98
s2 The separation between signal and background is studied for experimental conditions characteristic for the ATLAS and CMS experiments during LHC Run $2$, using the DELPHES fast-simulation package. method 1.00 0.63 0.03 asserted 0.94
s3 We find that the $\textrm{t}\bar{\textrm{t}}$ background can be reduced to a level of $0.26\%$ for a signal efficiency of $35\%$. result 1.00 0.96 0.74 asserted 1.00

What kind of paper the classifier reports this is: simulation study 0.99 · evidence from simulation or computation 1.00.

What was examined, and what was not

sources read
  • arXiv listing abstract v2
not examined
  • full text
  • figures and tables
  • references and citing sentences
  • relations to other papers
levels run
  • P abstract
not run
  • S sections
  • T body sentences
  • C citations
  • R cross-paper relations

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 apply the matrix element method (MEM) to the search for non-resonant Higgs boson pair ($\textrm{HH}$) production in the channel $\textrm{HH} \to \textrm{b}\bar{\textrm{b}}\textrm{W}\textrm{W}^{*}$ at the LHC and study the separation between the $\textrm{HH}$ signal and the large irreducible background, which arises from the production of top quark pairs ($\textrm{t}\bar{\textrm{t}}$). Our study focuses on events containing two leptons (electrons or muons) in the final state. The separation between signal and background is studied for experimental conditions characteristic for the ATLAS and CMS experiments during LHC Run $2$, using the DELPHES fast-simulation package. We find that the $\textrm{t}\bar{\textrm{t}}$ background can be reduced to a level of $0.26\%$ for a signal efficiency of $35\%$.

Human review
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What this paper does with the arXiv papers it cites

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

What it cites · 37 sentences without a confident label

Uses the method or tool of 23 papers
Uses data or values from 9 papers
Cites as background 33 papers

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