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Done. I generated expanded calculation notes based on the uploaded paper .
Files:
The notes include detailed derivations of the canonical normalization, equations of motion, Bogoliubov system, fourth-order reduction, exact solution basis, initial-condition matching, and power-spectrum limits. I also included a short technical note on the massless-limit logarithm convention.
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Verdict
They are consistent. In fact, after translating notation, the 2017 paper’s numerical mode equations are the same linear system solved analytically in the 2026 paper. The main difference is notation:
2017 mixing parameter: μ^≡μ2017/H,2017 bare isocurvaton mass: m,whereas the 2026 paper uses
λ=dimensionless mixing,M≡μ2026=entropy mass.The dictionary is
λ=−μ^up to a sign convention that drops out of the power spectrum, and
H2M2=μ^2+H2m2.With this identification, the old “non-perturbative” region
(Hμ2017)2+(Hm)2>49is exactly the 2026 paper’s heavy-field regime
H2M2>49.The 2017 paper explicitly studies the model with kinetic mixing μπ˙S, focuses on (μ/H)2+(m/H)2>9/4, and solves the coupled de Sitter mode equations numerically in that regime. arXiv The 2026 paper presents exact linear solutions for the same type of coupled curvature-isocurvature system for arbitrary coupling and entropy mass, reducing the Bogoliubov system to a fourth-order equation and solving it in hypergeometric functions.
1. Direct equation-level comparison
The 2017 paper’s de Sitter mode equations are, in their notation η=kτ,
πk′′−η2πk′+πk−Hμ2017(ηsk′−η23sk)=0, sk′′−η2sk′+(1+H2η2m2)sk+Hμ2017ηπk′=0.These are their Eqs. (4.4) and (4.5). arXiv
The 2026 paper writes the system in terms of z=k/(aH)=−η and
Dzζc=ζc′+zλσ.Expanding its Eqs. (8)–(10), one gets
ζc′′−z2ζc′+ζc+λ(zσ′−z23σ)=0, σ′′−z2σ′+[1+z21(H2M2−λ2)]σ−λzζc′=0.Now set
z=−η,ζc↔π,σ↔s,λ=−Hμ2017,H2M2−λ2=H2m2.Then the equations coincide. The last relation is just
M2=m2+μ20172.This also explains why the 2017 paper’s superhorizon index depends on m2+μ20172: their Eq. (4.20) gives
α±=23±49−H2m2+μ20172,which is precisely the 2026 paper’s Hankel index ν=9/4−M2/H2. arXiv
2. Initial conditions are also consistent
There is a mild-looking difference in presentation, but not in physics.
The 2017 paper diagonalizes the large-∣η∣ behavior and finds UV modes of the form
πk(1,2),sk(1,2)∝e−iη(−η)1±iμ2017/(2H),sk(1,2)=±iπk(1,2),with normalization fixed by the canonical commutators. arXiv
The 2026 paper instead expands in the decoupled Hankel-function basis and encodes the interaction in time-dependent Bogoliubov coefficients. In the large-z0 matching, the integration constants carry phases
exp[±2iλln(2z0)],and the leading coefficients are independent of the entropy mass, as expected in the UV. With z0=−η0 and λ=−μ2017/H, this is the same logarithmic UV phase.
So the two papers choose different bases for the two positive-frequency solutions, but the bases are related by a constant unitary rotation. The summed power spectrum is invariant under that choice.
3. Power-spectrum comparison
The 2026 exact heavy-regime result is
Δ0Δζ=Γ(43+2i(λ+ρ))2Γ(43+2i(λ−ρ))2Γ(43+2iρ)4,ρ=H2M2−49.Using the dictionary above,
ρ=μ^2+H2m2−49,λ=μ^after dropping the irrelevant sign. Therefore the old numerical result should be reproduced by
Pζ(0)Pζ=Γ(43+2i(μ^+ρ))2Γ(43+2i(μ^−ρ))2Γ(43+2iρ)4.This is the analytic completion of the 2017 numerical power-spectrum calculation. The 2026 paper gives this expression as its heavy-field result.
A useful numerical check is the point emphasized in the 2017 paper:
μ^=1.5,m=0.5H.Then
ρ=1.52+0.52−49=0.5.The 2026 formula gives
Pζ(0)Pζ≃7.2305,Pζ(0)ΔPζ≃6.2305.The 2017 paper reports the corresponding non-perturbative numerical value as 6.2, while the perturbative result would incorrectly give 310. arXiv This is a very direct consistency check.
4. Large-mixing EFT limit
The 2017 paper found that for large mixing,
Pζ(k)≃C(Hμ2017)1/2Pζ(0)(k),C=Γ2(−1/4)16π≃2.09.This is their Eq. (4.13)–(4.14). arXiv The same result follows from the 2026 gamma-function formula in the limit
μ^→∞,m/H=fixed,ρ=μ^2+m2/H2−9/4≃μ^.Using Γ(3/4)=(−1/4)Γ(−1/4), the leading asymptotic form is
Pζ(0)Pζ∼Γ2(3/4)πμ^=Γ2(−1/4)16πμ^.So the large-μ EFT result of the 2017 paper is not merely qualitatively consistent; it is the large-λ, ρ≃λ limit of the exact 2026 expression.
There is, however, an important conceptual distinction:
| Limit | Scaling | Physical meaning |
|---|---|---|
| M/H→∞ at fixed λ | Pζ/P0=1+λ2/(2ρ2)+⋯ | heavy-field decoupling |
| μ^→∞ at fixed old m/H, so (M/H\simeq | \lambda | ) |
The 2026 paper’s fixed-λ, large-M expansion gives the standard decoupling result. The 2017 large-μ EFT is a different trajectory in parameter space: the mass and coupling grow together. This distinction is one of the most useful lessons from putting the two papers together.
5. The m=0 issue is clarified
The 2017 paper stressed that perturbation theory diverges at m=0, while the full non-perturbative numerical answer remains finite because the heavy mode has mass
m2+μ20172,which does not vanish as m→0 for fixed nonzero mixing. arXiv
The 2026 notation makes this transparent. Old m=0 corresponds to
M2=μ20172,not to a truly massless entropy field unless μ2017=0 as well. Therefore one should not use the 2026 paper’s special massless formula for old m=0 at finite mixing. One should use the light/heavy formula with
M/H=∣μ^∣.This resolves a possible apparent contradiction: the 2026 paper’s true M=0 case has secular superhorizon growth, while the 2017 paper’s m=0 but μ2017=0 case is regulated by the mixing-induced entropy mass. The 2026 paper explicitly treats the true massless case separately and gives the logarithmically growing expression.
6. What new insight comes from combining them?
6.1 The 2017 numerical power-spectrum surface is now analytic
The 2017 paper had to solve the coupled mode equations numerically for the intermediate region, and concluded that much of parameter space is neither well described by small-μ/H perturbation theory nor by the large-μ/H EFT. arXiv The 2026 result turns that entire intermediate region into a closed gamma-function expression for the power spectrum.
In old variables:
ν=49−μ^2−H2m2for the light side, and
ρ=μ^2+H2m2−49for the heavy side. Thus the transition at
μ^2+H2m2=49is simply the analytic continuation ν→iρ. This is the clean analytic explanation of the oscillatory/non-oscillatory transition seen in the older numerical study.
6.2 The old “clock frequency” is the same analytic index
The 2017 paper observes that the non-decaying/massive component outside the horizon has logarithmic oscillations governed by the effective mass m2+μ20172, and that these modes matter for non-Gaussianity. arXiv In the 2026 language, this is precisely the imaginary Hankel index
ν=iρ,ρ=μ^2+H2m2−49.So the “cosmological collider clock” frequency is not just the bare isocurvaton mass m/H; it is the entropy eigenmass M/H=m2+μ20172/H, while the amplitude is controlled separately by the mixing λ=μ^.
6.3 The exact linear solutions can replace numerical mode functions in old bispectrum calculations
The 2017 paper computes equilateral and squeezed bispectra numerically using the non-perturbative mode functions, and it has to Wick rotate the mode equations for the imaginary-time integral. arXiv The 2026 paper supplies exact linear solutions in terms of confluent hypergeometric functions and differential hypergeometric operators.
That means the natural next step is to redo the 2017 bispectrum integrals with the 2026 analytic mode basis. This would separate the problem into:
exact linear transfer×chosen cubic interaction.The old paper supplies the cubic interactions, such as s∂π∂π and s3, plus the phenomenological constraints; the new paper supplies the exact non-perturbative propagating basis.
6.4 The large-μ EFT validity threshold can be sharpened
The 2017 paper found empirically that the EFT is typically good only for μ2017/H≳10, especially for non-Gaussianities. arXiv The exact power-spectrum formula lets one quantify the approach to the EFT analytically.
For example:
(μ^,m/H)=(10,2)gives from the exact formula
Pζ/P0≃5.83,whereas the asymptotic EFT formula gives
2.0910≃6.62.So even at μ^=10, the leading EFT estimate is only moderately accurate for the power spectrum. This agrees with the old paper’s qualitative conclusion that μ/H∼10 is roughly the beginning, not the end, of EFT convergence.
6.5 The exact result exposes nonuniform limits
There are at least three distinct limits that should not be conflated:
λ→0at fixed M, M/H→∞at fixed λ, λ→∞,M/H≃∣λ∣with old m/H fixed.The first gives perturbation theory in mixing. The second gives decoupling. The third gives the old large-mixing EFT with Pζ/P0∼λ. The 2026 paper unifies all three, while the 2017 paper gives the physical interpretation of the third as a modified-dispersion, nonrelativistic-like light mode.
Bottom line
The two papers are not in tension. The 2017 paper is essentially a numerical and phenomenological exploration of the same linear system in old QSFI variables, plus cubic interactions and observational estimates. The 2026 paper gives the exact analytic linear solution for that system.
The most useful combined statement is:
2017 numerical non-perturbative QSFI power spectrum=2026 exact gamma-function resultafter the parameter map
λ=−μ2017/H,M2=m2+μ20172.The 2017 paper then tells us what to do next: use the exact 2026 mode functions to analytically control the non-Gaussianities, squeezed-limit oscillations, EFT matching errors, and observational constraints that the 2017 paper had to study numerically.
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Updated files with the comparison section appended as the final section, using the uploaded 2606.18248 paper and the 2017 An–McAneny–Ridgway–Wise QSFI paper as the comparison target. The 2017 paper is Quasi Single Field Inflation in the non-perturbative regime, arXiv:1706.09971. arXiv
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Updated files are ready. I appended the new non-Gaussianity sections before the appendices, so the appendices remain the final sections.
The added material uses the exact coupled-mode basis and Bogoliubov formulation from the uploaded 2606.18248 paper , the non-perturbative QSFI numerical setup of An--McAneny--Ridgway--Wise arXiv, and the modern cosmological-collider full-shape / coupled-mode-function notation from arXiv:2604.07434 arXiv.
Files:
The PDF includes the numerical squeezed-limit comparison plots. The ZIP is useful if you want the Markdown file with its referenced PNG figures available locally.
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Done.
The ZIP contains:
generate_squeezed_benchmark_figures.py
requirements.txt
README.md
generated_figures/
squeezed_benchmark_data.csv
ng_squeezed_benchmark_mu15.png
ng_squeezed_error_mu15.png
The script recomputes the plotted data by solving the coupled quadratic mode equations equivalent to the exact linear system in the uploaded 2606.18248 paper, then validates the numerical mode normalization against the exact gamma-function power spectrum before evaluating the squeezed-limit integrals.
Important technical note: the code uses the ODE form of the exact coupled linear system for stable numerical figure generation. It does not symbolically evaluate the hypergeometric differential-operator solution. That symbolic Mellin/hypergeometric evaluation remains one of the open calculation steps marked in the notes.
ChatGPT said:
Updated and generated the requested outputs.
Main result: for fixed old QSFI bare mass m/H=0.5, the heavy/light threshold is μ^c=2≃1.414. Below this threshold there is no logarithmic cosmological-collider oscillation; just a light-field squeezed power law. Just above threshold, the clock branch exists, but the frequency ρ is small, so one period in ln(kS/kL) is enormous. The amplitude-level Boltzmann factor is e−πρ, while a rate/number-density convention would use e−2πρ. The computation uses the exact coupled linear system from 2606.18248, the old non-perturbative QSFI parameter map from 1706.09971, and the modern coupled-mode-function viewpoint used in recent full-shape cosmological-collider calculations. arXiv+1
Files:
The new section was inserted before the appendices, so the appendices remain the final sections.
ChatGPT said:
Done. I continued the calculation proposed in PDF Sec. 19.1 and appended the new material before the appendices, so the appendices remain the final sections.
Main progress added:
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Derived a local reconstruction formula for the physical entropy mode from the exact Bogoliubov coefficient qb+.
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Derived explicit gamma-function expressions for the soft squeezed-limit coefficients C±.
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Checked those C± against direct numerical Frobenius fits.
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Reduced the remaining hard coefficients J±ν to exact non-oscillatory two-dimensional hypergeometric integrals, and also gave a one-fold Mellin-Barnes representation.
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Marked clearly that the remaining unsolved step is the final generic contour summation of the Mellin-Barnes expression; I do not claim a generic gamma-only closed form for J±ν.
This extends the exact linear-solution program of 2606.18248 , with the non-perturbative QSFI comparison target from An--McAneny--Ridgway--Wise and the modern full-shape cosmological-collider context from Kumar--Lu--Xianyu--Zhang. arXiv+1
Files:
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Updated outputs:
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Created the focused Markdown summary:
It keeps the key equations for squeezed-limit phase extraction, chemical-potential generalization, and mass/matrix averaging. It draws on the uploaded phase note and the exact linear-solution paper , with references to the filtering method in arXiv:2109.14635, the non-perturbative QSFI benchmark arXiv:1706.09971, and the 2026 full-shape scalar-collider/chemical-potential study. arxiv.org+2arxiv.org+2