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Scaling region of the 3D Ising universality class in finite temperature QCD

High Energy Physics - Lattice · Submitted 25 Nov 2021

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

The authors' main claim The results we derive can be used as a sort of "reference frame" to chart the scaling region of the 3D Ising universality class.

how it is stated · asserted 0.57 read the record →

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arXiv ID2111.13029 (version 1)
Pith IDG2FM5JO3, Pith's permanent record of this paper and its review
CitationMarianna Sorba, Michele Caselle. "Scaling region of the 3D Ising universality class in finite temperature QCD." arXiv:2111.13029 (2021). https://pith.science/paper/G2FM5JO3
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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, 4,368 input tokens.

What the abstract itself states, as probabilities: claims first 0.05 · states limitation 0.48 · human participants 0.02 · controlled comparison 0.03 · randomized assignment 0.01 · states quantitative result 0.05 · compares with prior results 0.11 · mentions code or data availability 0.02.

The abstract, sentence by sentence

arXiv listing abstract v1. Results and the main claim are underlined; .

We introduce a universal combination of susceptibility and correlation length in the 3D Ising model, depending both on temperature and external magnetic field. Starting from a parametric representation of the equation of state, we study its behaviour close to the critical point. The results we derive can be used as a sort of "reference frame" to chart the scaling region of the 3D Ising universality class. More specifically, we focus on instances of Ising behaviour in finite temperature QCD and, among these, we are particularly interested on the critical ending point in the finite density, finite temperature QCD phase diagram. In this context, Monte Carlo simulations are not possible and it is particularly difficult to disentangle "magnetic-like" from "thermal-like" observables, thus an explicit charting of the critical region could be useful for a direct comparison of experimental results with QFT/Statmech predictions.

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 introduce a universal combination of susceptibility and correlation length in the 3D Ising model, depending both on temperature and external magnetic field. contribution 1.00 0.90 0.11 asserted 1.00
s1 Starting from a parametric representation of the equation of state, we study its behaviour close to the critical point. method 0.92 0.89 0.03 asserted 0.91
s2 The results we derive can be used as a sort of "reference frame" to chart the scaling region of the 3D Ising universality class. interpretation 0.81 0.80 0.44 asserted 0.57
s3 More specifically, we focus on instances of Ising behaviour in finite temperature QCD and, among these, we are particularly interested on the critical ending point in the finite density, finite temperature QCD phase diagram. contribution 0.85 0.33 0.09 asserted 0.92
s4 In this context, Monte Carlo simulations are not possible and it is particularly difficult to disentangle "magnetic-like" from "thermal-like" observables, thus an explicit charting of the critical region could be useful for a direct comparison of experimental results with QFT/Statmech predictions. background 0.46 0.10 0.09 hedged possibility 0.65

What kind of paper the classifier reports this is: theoretical result 0.67 · evidence from proof or derivation 1.00.

What was examined, and what was not

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  • references and citing sentences
  • relations to other papers
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  • P abstract
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  • C citations
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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 introduce a universal combination of susceptibility and correlation length in the 3D Ising model, depending both on temperature and external magnetic field. Starting from a parametric representation of the equation of state, we study its behaviour close to the critical point. The results we derive can be used as a sort of "reference frame" to chart the scaling region of the 3D Ising universality class. More specifically, we focus on instances of Ising behaviour in finite temperature QCD and, among these, we are particularly interested on the critical ending point in the finite density, finite temperature QCD phase diagram. In this context, Monte Carlo simulations are not possible and it is particularly difficult to disentangle "magnetic-like" from "thermal-like" observables, thus an explicit charting of the critical region could be useful for a direct comparison of experimental results with QFT/Statmech predictions.

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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 · 11 sentences without a confident label

Uses the method or tool of 3 papers
Uses data or values from 4 papers
Cites as background 2 papers

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