High Energy Physics - Lattice · arXiv:2009.10691 v1 · submitted 22 Sep 2020 · 59 references
Distillation at High-Momentum
The paper says
“Extraction of hadronic observables at finite-momenta from Lattice QCD (LQCD) is constrained by the well-known signal-to-noise problems afflicting all such LQCD calculations.”
more of the abstract
Traditional quark smearing algorithms are commonly used tools to improve the statistical quality of hadronic n-point functions, provided operator momenta are small. The momentum smearing algorithm of Bali et al. extends the range of momenta that are cleanly accessible, and has facilitated countless novel lattice calculations. Momentum smearing has, however, not been explicitly demonstrated within the framework of distillation. In this work we extend the momentum-smearing idea, by exploring a few modifications to the distillation framework. Together with enhanced time slice sampling and expanded operator bases engendered by distillation, we find ground-state nucleon energies can be extracted reliably for |p⃗| ≲ 3 GeV and matrix elements featuring a large momentum dependence can be resolved.
from the abstract
Pith says
Machine review · deepseek-v4-flash · 27 Aug 2026 · what was read was not recorded · not checked by a person
Reviewed in 2026 with later literature in view.
It can be wrong. Challenge this review or reply to it.
Holds up, with conditions. A genuinely useful methods advance for distillation at high momentum, with the energy side solid and the matrix-element side honestly labeled preliminary; worth a serious referee. This line is wrong
3 major objections · 4 minor
How often objections from reviews like this one are right: not yet measured
Not checked: figures, code, what the 59 references say.
The paper says, at Section V.A, Table II, Fig. 7(d)
The review did not quote this passage.
Pith says: Objection 1 of 3 · major
The phased high-momentum scalar charge is reported as g_S^{u-d} = 0.705(35) in Table II, which is about 25% below the rest-frame and ap_z = 2π/L values of 0.953(22) and 0.916(28). The authors describe this extraction as 'dubious' and attribute the discrepancy to statistical fluctuations and the lack of additional T/a data.
more of objection 1
Because the abstract claims that matrix elements with large momentum dependence 'can be resolved,' this in-paper admission directly undercuts that claim. The paper should either add more source-sink separations and higher-state fits to demonstrate that the two-state ansatz converges, or explicitly restrict the resolved-matrix-element claim to the lower momenta.
The paper says, at Section IV.B, Eq. (15), Section V.B
The review did not quote this passage.
Pith says: Objection 2 of 3 · major
The three-point functions are fitted with the two-exponential form of Eq. (15), containing amplitudes A, B, C and the gap ΔE. For the phased ap_z = 4(2π/L) data the authors state that the V_z determination is 'constrained by only two values of T,' with T_max_fit = 12.
more of objection 2
With so few source-sink separations, contributions from a missed third state can be absorbed into the amplitude A and bias the extracted ground-state matrix element. This concern is aggravated by the authors' own conclusion that the phasing 'improves overlap onto unwanted single- and multi-particle excited states.' A three-state fit or additional T values are needed before the high-momentum charge extractions can be considered resolved.
The paper says, at Section V.C, Figs. 11(e) and 11(f)
The review did not quote this passage.
Pith says: Objection 3 of 3 · major
In the phased ap_z = 4(2π/L) frame, the axial ratios R_{γ3γ5}(T,τ) and R_{γ4γ5}(T,τ) do not exhibit plateaus and visibly trend away from each other within the data shown. The extracted charges g_Az = 1.275(29) and g_A4 = 1.302(24) agree with each other and with experiment only 'superficially,' as the authors note.
more of objection 3
This does not constitute a demonstration that frame-independent axial matrix elements are resolved at high momentum; the claim of resolving matrix elements at high momentum in the abstract should be softened or supported by additional statistics and finer T/a.
4 minor objections
The paper says, at Conclusions
Pith says: minor objection 1 of 4
The sentence 'the momentum smearing procedure certainly improves overlap onto unwanted single- and multi-particle excited states' is important if it means phasing increases overlap with excited states; this caveat should be stated in the abstract or in Section V alongside the high-momentum charge results, rather than only in the conclusions.
The paper says, at Eq. (4)
Pith says: minor objection 2 of 4
The notation in Eq. (4) is unclear: the phase factor is written as exp(i 2π/L r z_μ) U_μ[x] with r ∈ R, and the relation between r and the phase vectors ζ = 2π/L z-hat and ζ = 2·2π/L z-hat of Eqs. (5)-(6) is not transparent. Please define the relation explicitly.
show 2 more
The paper says, at Figure 2 caption
Pith says: minor objection 3 of 4
The caption says 'signal-noise ratios'; this should be 'signal-to-noise ratios'.
The paper says, at Tables II-VII
Pith says: minor objection 4 of 4
The column header 'apphase_z = 8π/L' is awkward; consider writing 'ap_z = 8π/L (phased)' or similar for clarity.
What would settle it
Reanalyze the a094m278 phased apz = 4(2π/L) data with three-point correlators at additional source–sink separations (T/a = 9, 11, and 13 if available), fitting with a three-exponential generalization of Eq. (15) that adds a second excited state and its transition amplitude, constrained by the two-point spectrum. Then check whether the scalar charge moves from 0.705(35) toward the rest-frame 0.953(22) by more than approximately 2σ, and whether the axial charges g_Az and g_A4 converge to a common plateau. A significant move would confirm that the two-state ansatz is the cause of the matrix-element inconsistency; stability would instead indicate a statistical fluctuation and the reported systematic uncertainty should be enlarged.
from the skeptic's reading
How the review went
4 readings by deepseek-v4-flash · 27 Aug 2026
- Reader holds up, with conditions
- Skeptic agrees
- Editor wrote the verdict above
- Referee major revision: 3 major objections, 4 minor
Not run on this paper: the simulated authors' defence.
Pith did not check this review's objections against the paper.
The review in full
The review in brief, machine-written
You should know this paper has one genuinely useful idea and one half that doesn't yet land. The idea: in distillation, you can momentum-smear simply by multiplying precomputed Laplacian eigenvectors by a single phase factor ei zeta·z. The authors show this is the only phase choice among their candidates that preserves translational invariance, and that's a clean, correct argument. On the a094m358 ensemble, they get ground-state nucleon energies out to |p| ~ 3 GeV with a variational basis, and the dispersion relation is consistent. That part is convincing and reproducible in structure.
The soft spot is the matrix-element section, exactly where the abstract makes its second claim. For apz = 4, the phased three-point functions do have dramatically better signal than unphased ones, but the extracted scalar charge is 25% below the rest-frame value, and the authors themselves call it 'dubious.' The axial ratios don't plateau and the gamma3gamma5 and gamma4gamma5 channels trend apart. The Vz determination is constrained by only two source-sink separations. This traces to the two-exponential ansatz (Eqs. 14-15) fit over a narrow T window without three-state tests. The stress-test note is right: the phasing construction isn't the risk; the completeness of the two-state model at high momentum is.
To be fair, the authors flag these limitations in the text. They don't oversell the charges as final numbers; they present them as evidence the method can be pushed. But the abstract's phrase 'matrix elements featuring a large momentum dependence can be resolved' is stronger than the data show. It should be toned down to something like 'can be accessed with improved signal, pending control of excited-state contamination.'
Citation pattern is fine: they build on Bali et al. and Peardon et al., and the relevant prior work is cited. No self-citation inflation.
For lattice practitioners working on hadron structure and boosted-frame observables, the energy-side result is worth citing; the charge determinations are not yet citable as numbers. I'd send it to a serious referee—it's a methods paper with a real advance and honest reporting—and ask specifically for scrutiny of the matrix-element fits. With more statistics and three-state fits, the method could deliver what the abstract claims.
The strongest objection
Load-bearing for the abstract's matrix-element claim is the assumption that the two-exponential parametrizations (14)–(15) fully capture excited-state contamination in the phased apz = 4(2π/L) three-point functions. This is not established. The phased high-momentum extraction uses T_max_fit = 12, and the authors state the vector Vz determination is 'constrained by only two values of T' (Sec. V.B). Within this data set, Eq. (15) has amplitudes A, B, C plus ΔE; with only two source–sink separations, a missed third state can be absorbed into A, biasing gΓ. The paper itself reports the phased scalar charge differs by 25% from the apz = 0,1 values and calls the extraction 'dubious' (Sec. V.A), while the axial ratios do not plateau and the γ3γ5 and γ4γ5 channels trend apart (Sec. V.C). The Conclusions also note that the phasing 'improves overlap onto unwanted single- and multi-particle excited states.' These in-paper admissions locate the central risk: not the phasing construction, but the completeness of the two-state ansatz for highly boosted matrix elements.
I agree with the reader's weakest-assumption: the two-exponential ansatz is the fragile point for the matrix-element claim. The phasing idea itself has independent support: the type-1 translational-invariance calculation is clean, the dispersion relation is consistent out to roughly 3 GeV with two operator bases, and the V4 check (ZV g_V4 = 0.982(18) in the phased frame) is a useful control. None of that, however, validates the charge extraction in the highly boosted frame, where the paper's own caveats are explicit and the 25% scalar-charge discrepancy is unresolved. A three-state reanalysis with additional T values is the decisive check: if the scalar and axial charges shift significantly, the abstract's claim that matrix elements with large momentum dependence can be resolved must be narrowed to energies and low-momentum matrix elements; if they do not shift, the current conditional acceptance stands, though the axial plateau issue should be revisited with more statistics. I therefore keep the reader's CONDITIONAL verdict unchanged.
The referee's report
If the energy-sector result holds, this is a genuinely useful technical advance: it allows the variational operator bases and reusable perambulators of distillation to be combined with high-momentum kinematics, which is important for LaMET, pseudo-PDF, and lattice-cross-section calculations of hadron structure. The derivation of translational invariance for the single-phase construction (Section II.A) is explicit and correct, and the phase factors are chosen rather than fitted, so the circularity burden is low. The energy extraction is validated against external expectations, including the continuum dispersion relation, consistency between two operator bases, and, for the matrix elements, the Z_V g_V = 1 normalization at zero momentum. However, the abstract's claim that 'matrix elements featuring a large momentum dependence can be resolved' is not supported by the present three-point analysis; the high-momentum charge determinations exhibit unresolved excited-state contamination and, in the scalar and axial channels, frame dependence that the authors themselves call dubious or superficial.
Pith's reading of the paper (a machine's summary, not the authors')
This paper claims that momentum smearing can be realized inside distillation—the lattice-QCD smearing scheme built from eigenvectors of the gauge-covariant Laplacian—by multiplying those eigenvectors by a single coordinate-dependent phase factor, and that only this single-phase variant preserves translational invariance. It reports that with one and two units of allowed lattice momentum applied to the eigenvectors, a variational analysis with an expanded nucleon operator basis reliably extracts ground-state nucleon energies up to roughly 3 GeV on a $32^{3}$ x 64 lattice with pion mass 358 MeV, whereas unphased distillation loses the signal by lattice momentum $ap_z=4(2\pi/L)$. It further shows that the same phased framework yields usable nucleon isovector charges at momentum $ap_z=4(2\pi/L)$, while unphased three-point correlators at that momentum are noise-dominated. A reader should care because this lifts the low-momentum ceiling on distillation-based hadron-structure calculations, which need matrix elements over a wide range of momenta.
What carries the argument. The central object is the phased eigenvector basis $\tilde{\xi}^{(k)}_a(\vec z,t)=e^{i\vec\zeta\cdot\vec z}\xi^{(k)}_a(\vec z,t)$, obtained by multiplying each of the $R_D$ gauge-covariant Laplacian eigenvectors by a single plane-wave phase. The perambulators built from these phased vectors remain translationally invariant, because the phase at the sink cancels the conjugate phase at the source; the paper proves this cancellation and shows that the other proposed phasings—opposing phases, identity plus opposing phases, and multiple unidirectional phases—do not survive translation. This mechanism shifts the momentum-space overlap of the distillation kernel without changing the group-theoretic construction of the interpolating operators.
Core claim. The central claim is that attaching a single phase factor to the precomputed Laplacian eigenvectors realizes momentum smearing inside distillation, and that this is sufficient to push the practical momentum ceiling of the method far beyond where unphased distillation fails. With one unit of the allowed lattice momentum, the phased variational principal correlators are notably better determined than unphased ones; with two units, ground-state nucleon energies can be resolved up to $ap_z=6(2\pi/L)$, corresponding to $p_z\simeq 3$ GeV, and the dispersion relation is consistent with continuum expectations over that range. The same construction is then applied to nucleon three-point functions: at $ap_z=4(2\pi/L)$ unphased correlators are noise-dominated, while phased correlators yield renormalized isovector vector and tensor charges consistent with rest-frame values. The scalar charge in the phased high-momentum frame comes out about 25 percent lower than the rest-frame value, which the authors leave as an open systematic question rather than a resolved discrepancy.
The premise it rests on. The results assume that the two-exponential fits used for the boosted-frame energies and charges describe all excited-state contamination in the fitted time range, so the extracted ground-state values are unbiased.
If the paper is right (Pith's inferences, not the authors')
Distillation can now be used for hadron-structure calculations at momenta up to about 3 GeV, more than doubling the roughly 1.75 GeV ceiling of unphased distillation on the same lattice.
A phased basis with one unit of allowed momentum covers a broad momentum window rather than a single value, so a few recomputed perambulators serve many boosted frames.
The variational operator analysis remains valid after phasing; the principal correlators show single-state dominance, and two different operator bases give consistent dispersion relations.
Isovector vector and tensor charges extracted in the phased $ap_z=4(2\pi/L)$ frame agree with rest-frame values, whereas the unphased three-point functions carry no usable signal.
The scalar charge at that same momentum differs from rest-frame values by about 25 percent and the axial effective-charge ratios do not plateau, so the method does not by itself remove excited-state contamination at high momentum.
If the single-phase recipe transfers to mesons and to non-forward matrix elements, one perambulator set could support form-factor and distribution calculations over a range of momenta rather than a separate calculation for each frame.
The translational-invariance failure of the multi-phase variants suggests a route for future work: realize simultaneous multi-momentum overlap through a gauge-covariant construction rather than fixed plane-wave phases, avoiding the cost of a separate basis per momentum.
The 25 percent scalar-charge deficit is the sharpest stress test of the method; a dedicated excited-state analysis at several more source–sink separations would show whether high-momentum ground-state matrix elements can be trusted without frame-by-frame form-factor control.
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The paper
Abstract
Extraction of hadronic observables at finite-momenta from Lattice QCD (LQCD) is constrained by the well-known signal-to-noise problems afflicting all such LQCD calculations. Traditional quark smearing algorithms are commonly used tools to improve the statistical quality of hadronic n-point functions, provided operator momenta are small. The momentum smearing algorithm of Bali et al. extends the range of momenta that are cleanly accessible, and has facilitated countless novel lattice calculations. Momentum smearing has, however, not been explicitly demonstrated within the framework of distillation. In this work we extend the momentum-smearing idea, by exploring a few modifications to the distillation framework. Together with enhanced time slice sampling and expanded operator bases engendered by distillation, we find ground-state nucleon energies can be extracted reliably for |p⃗| ≲ 3 GeV and matrix elements featuring a large momentum dependence can be resolved.
The paper's own sentences, arranged, kept beside the review and separate from it. Each label is drawn from a closed vocabulary; the number beside it is the probability the classifier gave that label. No sentence in this record was written by a model.
abstract compiled · 2026-09-23
The authors' main claim, as the classifier picked it out 1.00
“Together with enhanced time slice sampling and expanded operator bases engendered by distillation, we find ground-state nucleon energies can be extracted reliably for $\left|\vec{p}\right|\lesssim3\text{ GeV}$ and matrix elements featuring a large momentum dependence can be resolved.”
How the main claim is stated: asserted 1.00
What the abstract itself states, as probabilities: claims first 0.35 · states limitation 0.58 · human participants 0.01 · controlled comparison 0.09 · randomized assignment 0.01 · states quantitative result 0.95 · compares with prior results 0.54 · mentions code or data availability 0.02
The abstract, sentence by sentence
This table labels the abstract only (arXiv listing abstract v1). The number is the probability the classifier gave the label.
| Sentence | Role | The authors' own work | States the main conclusion | Strength |
|---|---|---|---|---|
| Extraction of hadronic observables at finite-momenta from Lattice QCD (LQCD) is constrained by the well-known signal-to-noise problems afflicting all such LQCD calculations. | background 1.00 | 0.04 | 0.02 | asserted 1.00 |
| Traditional quark smearing algorithms are commonly used tools to improve the statistical quality of hadronic $n$-point functions, provided operator momenta are small. | background 1.00 | 0.03 | 0.02 | asserted 0.98 |
| The momentum smearing algorithm of Bali et al. extends the range of momenta that are cleanly accessible, and has facilitated countless novel lattice calculations. | background 1.00 | 0.04 | 0.03 | asserted 1.00 |
| Momentum smearing has, however, not been explicitly demonstrated within the framework of distillation. | gap 1.00 | 0.06 | 0.03 | asserted 1.00 |
| In this work we extend the momentum-smearing idea, by exploring a few modifications to the distillation framework. | contribution 0.95 | 0.84 | 0.06 | asserted 0.92 |
| Together with enhanced time slice sampling and expanded operator bases engendered by distillation, we find ground-state nucleon energies can be extracted reliably for $\left|\vec{p}\right|\lesssim3\text{ GeV}$ and matrix elements featuring a large momentum dependence can be resolved. | result 0.99 | 0.96 | 0.92 | asserted 1.00 |
What kind of paper the classifier reports this is: method or tool 0.97 · evidence from simulation or computation 1.00
What was examined, and what was not
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Not examined
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Levels run
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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, 5,030 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
Figures (12)
Figures are the authors', reproduced from the paper.
References (59)
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Cited by 9 Pith papers
Reviewed papers on Pith that cite this one. The full citation record
- Unpolarized gluon distribution in the nucleon from lattice quantum chromodynamics hep-lat · Jul 2021
- The Continuum and Leading Twist Limits of Parton Distribution Functions in Lattice QCD hep-lat · May 2021
- The transversity parton distribution function of the nucleon using the pseudo-distribution approach hep-lat · Nov 2021
- Towards High-Precision Parton Distributions From Lattice QCD via Distillation hep-lat · Jul 2021
- Optimised Distillation for Nucleon Correlation Functions hep-lat · Nov 2026
- Toward Quantum Simulations of $\mathbb{Z}_2$ Gauge Theory Without State Preparation hep-lat · Nov 2020
- Progress in $x$-dependent partonic distributions from lattice QCD hep-lat · Oct 2021
- Lattice QCD Calculations of Parton Physics hep-lat · Feb 2022
- The x-dependence of hadronic parton distributions: A review on the progress of lattice QCD hep-lat · Oct 2020
How the literature uses it
9 arXiv papers cite this in 15 sentences
Papers citing it · 9 sentences without a confident label
Uses its method or tool 5 papers
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We performed our analyses using the nucleon matrix elements for the transversity pseudo-ITD obtained by using the phased distillation approach [ref] , which forms an important novel strategy followed in this paper.
The transversity parton distribution function of the nucleon using the pseudo-distribution approach · Conclusions · 1.00
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A realization [ref] of the momentum smearing algorithm [ref] is implemented to increase our operator-state overlaps for allowed momenta $|n_z|≥4$.
Non-singlet quark helicity PDFs of the nucleon from pseudo-distributions · Numerical Implementation · 1.00
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We follow the procedure introduced in [ref] and add a phase to the distillation eigenvectors for higher momenta to preserve translational invariance, which is essential for the projection onto the states of definite momenta.
Unpolarized gluon distribution in the nucleon from lattice quantum chromodynamics · Momentum Smearing · 0.99
What it cites · 34 sentences without a confident label
Uses the method or tool of 8 papers
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[ref] reweights gauge fields $U_μ[x]$ in a boost direction $z_μ$ with weight $ζ=2πL𝔯$ according to Ũ_μ[x]=e^i2π/L𝔯 z_μU_μ[x] prior to quark source creation, where $𝔯∈ℝ$.
Novel quark smearing for hadrons with high momenta in lattice QCD · Momentum Smeared Distillation · 0.95
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To best capture the ground-state $J^P=12^+$ nucleon at rest, which trivially subduces into the $G_1g$ irrep of $$, we use a basis of non-relativistic interpolators [ref] : [equation] that admit a flexible description of the radial/orbital nucleon structure - we note $N^2P_M12^+$ and $N^4P_M12^+$ are of hybrid construction.
Hybrid Baryons in QCD · Interpolator Construction · 0.93
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To best capture the ground-state $J^P=12^+$ nucleon at rest, which trivially subduces into the $G_1g$ irrep of $$, we use a basis of non-relativistic interpolators [ref] : [equation] that admit a flexible description of the radial/orbital nucleon structure - we note $N^2P_M12^+$ and $N^4P_M12^+$ are of hybrid construction.
Excited state baryon spectroscopy from lattice QCD · Interpolator Construction · 0.93
Uses data or values from 1 paper
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For our study of the nucleon charges, we use an ensemble at a somewhat lighter pion mass, which we denote by $$, for which the relevant isovector current renormalization constants have been computed [ref] ; details of the ensemble are contained in Table [ref].
Isovector charges of the nucleon from 2+1-flavor QCD with clover fermions · Matrix Elements at High Momentum · 0.87
Compares with 1 paper
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Namely in [ref] , it was found $g_S^u-d=0.990(89)$ - the use of distillation has led to a more precise determination by $∼75%$.
Isovector charges of the nucleon from 2+1-flavor QCD with clover fermions · $g_S^u-d$ · 0.86
Cites as support 2 papers
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This is unsurprising given the observation of $q^2≠0$ in the moving $γ_3γ_5$ channel, all but ensuring the outsized influence of $G_P^u-d$ [ref] .
Nucleon form factors on a large volume lattice near the physical point in 2+1 flavor QCD · $g_A^u-d$ · 0.96
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This is unsurprising given the observation of $q^2≠0$ in the moving $γ_3γ_5$ channel, all but ensuring the outsized influence of $G_P^u-d$ [ref] .
Nucleon axial form factors using lattice QCD simulations with a physical value of the pion mass · $g_A^u-d$ · 0.96
Cites as background 17 papers
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Such matrix elements, analyzed in the context of Large Momentum Effective Field Theory (LaMET) [ref] , have proven useful in understanding the (un)polarized partonic content of the pion and nucleon [ref] .
Proton Isovector Helicity Distribution on the Lattice at Physical Pion Mass · Introduction · 0.92
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Such matrix elements, analyzed in the context of Large Momentum Effective Field Theory (LaMET) [ref] , have proven useful in understanding the (un)polarized partonic content of the pion and nucleon [ref] .
Gluon Quasi-PDF From Lattice QCD · Introduction · 0.92
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Such matrix elements, analyzed in the context of Large Momentum Effective Field Theory (LaMET) [ref] , have proven useful in understanding the (un)polarized partonic content of the pion and nucleon [ref] .
Parton Physics from Large-Momentum Effective Field Theory · Introduction · 0.92
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