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Warming Up Density Functional Theory

Chemical Physics · Submitted 4 Jan 2017

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

The authors' main claim DFT is revolutionizing simulations of warm dense matter including applications in controlled fusion, planetary interiors, and other areas of high energy density physics.

how it is stated · asserted 1.00 read the record →

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arXiv ID1701.00873 (version 1)
Pith IDKBA42MUE, Pith's permanent record of this paper and its review
CitationFrancisca Sagredo, Justin C. Smith, Kieron Burke. "Warming Up Density Functional Theory." arXiv:1701.00873 (2017). https://pith.science/paper/KBA42MUE
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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, 6,849 input tokens.

What the abstract itself states, as probabilities: claims first 0.03 · states limitation 0.15 · human participants 0.02 · controlled comparison 0.03 · randomized assignment 0.01 · states quantitative result 0.34 · compares with prior results 0.13 · mentions code or data availability 0.02.

The abstract, sentence by sentence

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

Density functional theory (DFT) has become the most popular approach to electronic structure across disciplines, especially in material and chemical sciences. Last year, at least 30,000 papers used DFT to make useful predictions or give insight into an enormous diversity of scientific problems, ranging from battery development to solar cell efficiency and far beyond. The success of this field has been driven by usefully accurate approximations based on known exact conditions and careful testing and validation. In the last decade, applications of DFT in a new area, warm dense matter, have exploded. DFT is revolutionizing simulations of warm dense matter including applications in controlled fusion, planetary interiors, and other areas of high energy density physics. Over the past decade or so, molecular dynamics calculations driven by modern density functional theory have played a crucial role in bringing chemical realism to these applications, often (but not always) with excellent agreement with experiment. This chapter summarizes recent work from our group on density functional theory at non-zero temperatures, which we call thermal DFT. We explain the relevance of this work in the context of warm dense matter, and the importance of quantum chemistry to this regime. We illustrate many basic concepts on a simple model system, the asymmetric Hubbard dimer.

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 Density functional theory (DFT) has become the most popular approach to electronic structure across disciplines, especially in material and chemical sciences. background 1.00 0.04 0.02 asserted 1.00
s1 Last year, at least 30,000 papers used DFT to make useful predictions or give insight into an enormous diversity of scientific problems, ranging from battery development to solar cell efficiency and far beyond. background 1.00 0.07 0.03 asserted 1.00
s2 The success of this field has been driven by usefully accurate approximations based on known exact conditions and careful testing and validation. background 1.00 0.05 0.03 asserted 1.00
s3 In the last decade, applications of DFT in a new area, warm dense matter, have exploded. background 1.00 0.07 0.04 asserted 1.00
s4 DFT is revolutionizing simulations of warm dense matter including applications in controlled fusion, planetary interiors, and other areas of high energy density physics. background 0.99 0.06 0.09 asserted 1.00
s5 Over the past decade or so, molecular dynamics calculations driven by modern density functional theory have played a crucial role in bringing chemical realism to these applications, often (but not always) with excellent agreement with experiment. background 0.99 0.08 0.07 asserted 0.97
s6 This chapter summarizes recent work from our group on density functional theory at non-zero temperatures, which we call thermal DFT. contribution 0.99 0.48 0.07 asserted 0.94
s7 We explain the relevance of this work in the context of warm dense matter, and the importance of quantum chemistry to this regime. contribution 0.65 0.35 0.06 asserted 0.84
s8 We illustrate many basic concepts on a simple model system, the asymmetric Hubbard dimer. method 0.89 0.74 0.03 asserted 0.99

What kind of paper the classifier reports this is: review 0.91 · evidence from simulation or computation 0.56.

What was examined, and what was not

sources read
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not examined
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  • figures and tables
  • references and citing sentences
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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

Density functional theory (DFT) has become the most popular approach to electronic structure across disciplines, especially in material and chemical sciences. Last year, at least 30,000 papers used DFT to make useful predictions or give insight into an enormous diversity of scientific problems, ranging from battery development to solar cell efficiency and far beyond. The success of this field has been driven by usefully accurate approximations based on known exact conditions and careful testing and validation. In the last decade, applications of DFT in a new area, warm dense matter, have exploded. DFT is revolutionizing simulations of warm dense matter including applications in controlled fusion, planetary interiors, and other areas of high energy density physics. Over the past decade or so, molecular dynamics calculations driven by modern density functional theory have played a crucial role in bringing chemical realism to these applications, often (but not always) with excellent agreement with experiment. This chapter summarizes recent work from our group on density functional theory at non-zero temperatures, which we call thermal DFT. We explain the relevance of this work in the context of warm dense matter, and the importance of quantum chemistry to this regime. We illustrate many basic concepts on a simple model system, the asymmetric Hubbard dimer.

Human review
How the literature uses it

1 arXiv paper cite this in 1 sentence

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

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