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High Energy Physics - Phenomenology · arXiv:1509.05771 v3 · submitted 18 Sep 2015

Less-simplified models of dark matter for direct detection and the LHC

Arghya Choudhury, Kamila Kowalska, Leszek Roszkowski, Enrico Maria Sessolo, Andrew J. Williams

The paper says

“Even simple combinations of simplified models can exhibit interference effects that cause the tree level contribution to the scattering cross section to vanish, thus demonstrating that direct detection limits on simplified models are not robust when embedded in a more complicated and realistic framework.”

from the abstract · picked out as the main claim by a classifier

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The paper

Abstract

We construct models of dark matter with suppressed spin-independent scattering cross section utilizing the existing simplified model framework. Even simple combinations of simplified models can exhibit interference effects that cause the tree level contribution to the scattering cross section to vanish, thus demonstrating that direct detection limits on simplified models are not robust when embedded in a more complicated and realistic framework. In general for fermionic WIMP masses >10 GeV direct detection limits on the spin-independent scattering cross section are much stronger than those coming from the LHC. However these model combinations, which we call less-simplified models, represent situations where LHC searches become more competitive than direct detection experiments even for moderate dark matter mass. We show that a complementary use of several searches at the LHC can strongly constrain the direct detection blind spots by setting limits on the coupling constants and mediators' mass. We derive the strongest limits for combinations of vector + scalar, vector + "squark", and "squark" + scalar mediator, and present the corresponding projections for the LHC 14 TeV for a number of searches: mono-jet, jets + missing energy, and searches for heavy vector resonances.

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

How the main claim is stated: asserted 0.98

What the abstract itself states, as probabilities: claims first 0.04 · states limitation 0.23 · human participants 0.01 · controlled comparison 0.12 · randomized assignment 0.01 · states quantitative result 0.76 · compares with prior results 0.82 · mentions code or data availability 0.02

The abstract, sentence by sentence

This table labels the abstract only (arXiv listing abstract v3). The number is the probability the classifier gave the label.

SentenceRoleThe authors' own workStates the main conclusionStrength
We construct models of dark matter with suppressed spin-independent scattering cross section utilizing the existing simplified model framework. contribution 0.96 0.94 0.07 asserted 0.99
Even simple combinations of simplified models can exhibit interference effects that cause the tree level contribution to the scattering cross section to vanish, thus demonstrating that direct detection limits on simplified models are not robust when embedded in a more complicated and realistic framework. result 0.52 0.57 0.56 asserted 0.98
In general for fermionic WIMP masses >10 GeV direct detection limits on the spin-independent scattering cross section are much stronger than those coming from the LHC. background 0.96 0.20 0.07 asserted 1.00
However these model combinations, which we call less-simplified models, represent situations where LHC searches become more competitive than direct detection experiments even for moderate dark matter mass. result 0.80 0.68 0.38 asserted 0.97
We show that a complementary use of several searches at the LHC can strongly constrain the direct detection blind spots by setting limits on the coupling constants and mediators' mass. contribution 0.49 0.92 0.37 asserted 1.00
We derive the strongest limits for combinations of vector + scalar, vector + "squark", and "squark" + scalar mediator, and present the corresponding projections for the LHC 14 TeV for a number of searches: mono-jet, jets + missing energy, and searches for heavy vector resonances. result 0.61 0.95 0.17 asserted 1.00

What kind of paper the classifier reports this is: theoretical result 0.98 · evidence from proof or derivation 0.66

What was examined, and what was not

Sources read

  • arXiv listing abstract v3

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  • full text
  • figures and tables
  • references and citing sentences
  • relations to other papers

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  • P abstract

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  • S sections
  • T body sentences
  • C citations
  • R cross-paper relations

How the labels were made

Compiled by classifier-1.13.0 via TypeSafe API, question bank abstract-p1-20260923, 2026-09-23: 1 request, 5,077 input tokens.

Every quoted sentence on this record is the authors'. Every label is from Pith's closed vocabulary, with the probability shown beside it. This record as JSON

Cited by 13 Pith papers
How the literature uses it

18 arXiv papers cite this in 21 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 · 16 sentences without a confident label

Cites it as background 5 papers
  • These particles are searched for in model-dependent scenarios that constrain the parameter space of UV-complete models, effective field theories and simplified models [ref] , as well as in more model-independent searches for missing energy accompanied by a monophoton [ref] , a mono-$Z$ [ref] , a monojet [ref] or a mono-Higgs [ref] .

    The Dawn of FIMP Dark Matter: A Review of Models and Constraints · Collider Searches · 0.90

  • This feature is particularly evident in the so-called simplified models [ref] , where DM annihilations and the WIMP-nucleon scattering cross section are governed by the same mediator and couplings.

    The Semi-Hooperon: Gamma-ray and anti-proton excesses in the Galactic Center · Introduction · 0.88

  • The FIP version of the mediator of the axion () portal is often referred to as an axion-like particle (ALP), which has the same coupling structure as the pseudoscalar mediator in the simplified model [ref] . * Neutrino portal: This category of models (Section [ref]) includes a heavy neutral lepton (HNL), which often takes the form of a right-handed neutrino [ref] . * Fermion portal: This category of models (Section [ref]) includes a scalar mediator with a Yukawa coupling between DM and SM fermions, which allows $t$-channel interactions [ref] .

    Dark sector searches with the CMS experiment · Simplified dark sectors · 0.81

What it cites · 81 sentences without a confident label

Uses the method or tool of 17 papers
Uses data or values from 6 papers
Compares with 4 papers
Cites as background 57 papers

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