REVIEW 3 major objections 4 minor 2 cited by
Nonlinear Spectroscopy as a Magnon Breakdown Diagnosis and its Efficient Simulation
T0 review · 3 major / 4 minor · reviewed 2026-08-09 · deepseek-v4-flash
Pith's one-line read This paper establishes a geometric rule for reading two-dimensional coherent spectroscopy data: in partially polarized magnets, conventional magnons confine the second-order response to the diagonal and vertical lines of the frequency…
desk verdict A genuinely useful method for computing 2DCS response functions, wrapped around a diagnostic for magnon breakdown that is solid but rests on a conjecture the authors are honest about. read the letter →
The pith
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
The reading
What carries the argument
The argument rests on two pieces. The first is the universal form of $\chi^2_\parallel$ for conventional magnons: under linear spin-wave theory the parallel magnetization is quadratic in magnon operators, and the $n=m$ terms in the three-state product produce poles only on $\omega_t=\omega_\tau$ (the non-rephasing signal) and $\omega_t=0$ (the rectification signal); the $n\neq m$ terms, which would place intensity elsewhere, are the inter-band processes that the paper proves to be absent on Bravais lattices and conjectures to be negligible on non-Bravais lattices. The second is the computational method: for each distinct operator among $A,B,C$ in the susceptibility, one builds a Lanczos Krylov space from the normalized operator action on the ground state, uses exact moment identities inside that space to keep all contributions through order $L$ in the time variables, and evaluates $\chi^2_{ABC}(\omega_t,\omega_\tau)$ directly in the frequency domain as a sum over Lanczos eigenenergies; the calculation converges with $L\approx 50$–$150$ on the systems tested and costs about the same as a ground-state calculation.
What would settle it
Take a partially polarized non-Bravais magnet whose low-energy physics is accurately described by linear spin-wave theory and measure its $\chi^2_\parallel$ with 2DCS: strong intensity clearly away from the diagonal and vertical lines would refute the universal form. Even without new data, a zero-temperature LSWT calculation on a non-Bravais lattice with strong inter-band mixing showing summed $n\neq m$ intensity comparable to the $n=m$ intensity would falsify the conjecture.
Extended reading notes
Core claim
The central claim is that the second-order susceptibility $\chi^2_\parallel(\omega_t,\omega_\tau)$, the leading nonlinear magnetization response measured in 2DCS with the light field parallel to the ordered moment, acts as a magnon-breakdown diagnosis. Within linear spin-wave theory, the magnetization operator in this channel is quadratic in magnon operators, so $\chi^2_\parallel$ is built from three-state products $\langle 0|M|n\rangle\langle n|M|m\rangle\langle m|M|0\rangle$. Contributions with $n=m$ put spectral weight exclusively on the diagonal line $\omega_t=\omega_\tau$ and the vertical line $\omega_t=0$, while off-diagonal $n\neq m$ contributions require a magnon to switch bands and are shown to vanish for Bravais lattices and to be negligible for non-Bravais lattices on the basis of symmetry and a detailed honeycomb-lattice calculation. Exact-diagonalization results for the $\alpha$-RuCl$_3$ model show a strong off-diagonal, off-vertical response at $B\approx 1.17 B_c$ and a clean diagonal-plus-vertical response at $B\approx 3.33 B_c$. The paper concludes that deviations from the universal form in a measured $\chi^2_\parallel$ are direct evidence that the continuum is not of conventional two-magnon type.
Load-bearing premise
The load-bearing premise is that on non-Bravais lattices the inter-band $n\neq m$ matrix elements contribute negligibly to $\chi^2_\parallel$ compared with the $n=m$ terms; the paper proves this exactly only for Bravais lattices and supports the general case with one numerical example.
Editorial extensions
If this is right
- A terahertz 2DCS measurement on $\alpha$-RuCl$_3$ at fields just above $B_c\approx 7$ T should see strong $\chi^2_\parallel$ intensity away from the diagonal and vertical lines, directly indicating that the observed continuum is not conventional two-magnon type.
- At high fields ($B\gg B_c$) the same channel should return to the universal two-line shape, providing an internal cross-check of the diagnosis within one material.
- For any partially polarized frustrated magnet, a measured $\chi^2_\parallel$ that departs from the two-line form signals a breakdown of the linear-spin-wave description of the excitations.
- The new Lanczos algorithm makes full two-dimensional frequency-plane simulations of $\chi^2$ practical on clusters that already permit ground-state exact diagonalization, at roughly the same computational cost.
- The method applies to operators beyond magnetization, so nonlinear responses through electric-field couplings can be simulated with the same machinery.
Reading between the lines
- The off-diagonal intensity pattern itself may be a fingerprint: different breakdown mechanisms (decaying magnons, bound states, fractionalized partons) should leave different frequency-plane textures, though the paper does not attempt that classification.
- A cheap auxiliary test of the conjecture would be to compute the full LSWT $\chi^2_\parallel$ for another non-Bravais magnet with strong inter-band coupling; agreement with the two-line form would strengthen the diagnosis, disagreement would require a threshold for what counts as negligible.
- Finite temperature and magnon interactions in an otherwise conventional magnet will generate some off-diagonal weight, so operational use of the criterion will need a quantitative estimate of those backgrounds to set the detection threshold.
- The same pole-location logic could extend to third-order susceptibilities, giving geometric criteria for three-magnon or higher-order processes in future 2DCS experiments.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The paper introduces a Lanczos-based method for computing zero-temperature second-order susceptibilities χ2(ω_t, ω_τ) directly in the frequency domain, avoiding costly two-dimensional time-grid evolution. The method is derived in Eqs. (5)–(8), uses separate Krylov subspaces for the operators appearing in the nested commutator, and is benchmarked against time-evolution exact-diagonalization results for the transverse-field Ising model. The authors then apply the method to an extended Kitaev model for α-RuCl3 at two in-plane field values, reporting a qualitatively different χ2∥ response at B = 1.17Bc (intensity spread away from the diagonal and vertical axes) versus B = 3.33Bc (dominant poles on Fdiag and Fvert). To interpret these results, the authors derive the linear spin-wave theory (LSWT) form of χ2∥ for partially polarized magnets and argue that conventional magnons produce a universal response concentrated on Fdiag and Fvert. Deviations from this form are proposed as a direct experimental diagnostic of magnon breakdown or unconventional excitations.
Significance. If the central claim holds, the paper offers both a practical numerical tool and a simple experimental criterion: measured intensity away from ωt = ωτ and ωt = 0 in χ2∥ would identify a continuum as non-conventional. The Lanczos method is efficient and convincingly benchmarked against the TFIM, with convergence in the Krylov dimension L demonstrated. The LSWT universal form is derived without fitting parameters, and the α-RuCl3 prediction at B ≳ 7 T is falsifiable. The main weakness is that the universality statement for arbitrary partially polarized magnets rests on a conjecture about non-Bravais lattices, and the material-specific ED prediction relies on a single finite-size cluster with ad hoc broadening. These gaps are load-bearing but appear addressable with additional numerical tests and analytical work.
major comments (3)
- [Section "χ2∥ for Conventional Magnons" and Appendix C, Eq. (A7)] The claim that the LSWT response of any partially polarized magnet is dominated by n = m contributions and hence restricted to Fdiag and Fvert is not established for non-Bravais lattices. Appendix C proves that n ≠ m contributions vanish identically for Bravais lattices (Z = 1), but for Z > 1 the matrix elements in Eq. (A7) are nonzero. The paper then relies on the statement that these inter-band contributions "generally have tiny intensity," which is explicitly labeled a conjecture in the main text. Only one non-Bravais example (honeycomb α-RuCl3 at B = 1.17Bc) is checked. Because the diagnostic would misclassify a conventional two-magnon continuum as unconventional if this conjecture fails in some material, this is a load-bearing gap. The authors should either provide an analytical suppression argument (e.g., a bound in terms of band separations and Bogoliubov coefficients) or systematically test multiple non-Bravais lattices, parameter regimes, and field strengths.
- [Figures 3(c,d), ED results] The central α-RuCl3 prediction—qualitatively different off-diagonal intensity at B = 1.17Bc versus B = 3.33Bc—is based on a single 24-site C3-symmetric cluster with a single broadening η = 0.2 meV. No finite-size analysis, no variation of η, and no explicit convergence check for the α-RuCl3 model are shown (the convergence discussion in Fig. 2 is for the TFIM only). Since excitation continua are represented by discrete states in finite-size ED, the appearance of off-diagonal poles could in principle be affected by cluster geometry or by the chosen broadening. The authors should demonstrate robustness of the qualitative contrast with respect to cluster size/shape, η, and L before the material-specific claim is fully supported.
- [Appendix C, LSWT numerical check] The numerical confirmation that n ≠ m contributions are at least two orders of magnitude smaller than n = m contributions is reported for one field value (B = 1.17Bc) and one model. The text states that "LSWT results at other field strengths retain this form," but no such results are shown. Given that the field strength is a key parameter in the proposed crossover from magnon breakdown to conventional magnons, the field dependence of the inter-band matrix elements should be documented or at least explicitly argued. This would also strengthen the universality claim for the partially polarized phase beyond a single point in parameter space.
minor comments (4)
- [Abstract] The abstract contains a typesetting error: "χ^{2}\omega_t,\omega_τ)" is missing the opening parenthesis, making it read as "χ2ω_t,ω_τ)" rather than "χ2(ω_t,ω_τ)."
- [Figure 4 and main text] The main text refers to "Fig. 4(c)" and "Fig. 4(d)" when discussing the two-magnon continuum bottom and the LSWT χ2∥ results, but the displayed Fig. 4 only shows panels (a) and (b). The figure or the references should be updated to match.
- [Appendix C, Eq. (A9)] The function g(Em, En, ωt, ωτ) in Eq. (A9) is written with arguments Em and En, but the assignment of these energies to the intermediate states in Eq. (A8) is not explicitly stated. Please clarify the correspondence between g's arguments and the states |n⟩, |m⟩ to avoid ambiguity.
- [Table I] In Table I, the row for "fully polarized (no quantum fluctuations)" lists "zero" for both linear and nonlinear response. It may be worth adding a brief sentence in the text explaining that this follows from the absence of fluctuations in the strict fully polarized limit, since the main text focuses on the partially polarized cases.
Circularity Check
No significant circularity: the LSWT universal form is derived parameter-free, the Lanczos method is benchmarked against independent TFIM data, and the α-RuCl3 prediction is not fitted to the target.
full rationale
The paper's load-bearing steps do not reduce to their own inputs. The universal form of χ2∥(ωt,ωτ) for conventional magnons is derived analytically in Appendix C from the Holstein-Primakoff expansion and a Bogoliubov transformation, with no fitted parameter encoding the target prediction; the restriction to Fdiag and Fvert follows from Eq. (A6) for n=m contributions. The claim that n≠m inter-band matrix elements are negligible is explicitly flagged as a conjecture and checked numerically for the honeycomb model, so it is a stated assumption rather than a hidden circular step. The Lanczos algorithm is benchmarked against an independent time-evolution calculation for the transverse-field Ising model (Ref. [33]), establishing that the numerical machinery is not calibrated on the predicted α-RuCl3 signal. Model parameters for α-RuCl3 are taken from Refs. [37,38], whose overlap with the present authors is real but whose results are prior published and reproduce linear-response data independent of the nonlinear prediction; no constant in the χ2 calculation is fitted to the 2DCS result. The diagnostic claim is therefore a genuine derivation plus a numerical prediction, with the non-Bravais conjecture being a correctness risk rather than a circularity.
Assumptions & free parameters
free parameters (4)
- Kitaev model parameters (K, Γ, J, J3, g∥) =
K=-5, Γ=2.5, J=-0.5, J3=0.5 meV, g∥=2.3
- Field strengths in ED (B/Bc) =
1.17 and 3.33
- Broadening η =
0.2 meV
- Krylov dimension L =
150
assumptions (5)
- domain assumption Standard linear spin-wave theory (Holstein-Primakoff) applies to the partially-polarized phase
- ad hoc to paper The n≠m matrix elements are negligible in non-Bravais lattices
- domain assumption The 24-site C3-symmetric cluster captures the relevant two-magnon continuum
- domain assumption The extended Kitaev model with parameters of Ref. [37,38] is representative of α-RuCl3
- standard math Krylov subspace matrix elements ⟨ψn|H^a|ψm⟩ = δnm(ϵn)^a for a < L
Cite this review
Pith. "Pith review of Nonlinear Spectroscopy as a Magnon Breakdown Diagnosis and its Efficient Simulation." pith.science (2026). https://pith.science/paper/5B6B2VIO
@misc{pith2026250201746,
author = {Pith},
title = {Pith review of: Nonlinear Spectroscopy as a Magnon Breakdown Diagnosis and its Efficient Simulation},
year = {2026},
howpublished = {\url{https://pith.science/paper/5B6B2VIO}},
note = {Machine review of arXiv:2502.01746}
}
abstract
Identifying quantum spin liquids, magnon breakdown, or fractionalized excitations in quantum magnets is an ongoing challenge due to the ambiguity of possible origins of excitation continua occurring in linear response probes. Recently, it was proposed that techniques measuring higher-order response, such as two-dimensional coherent spectroscopy (2DCS), could resolve such ambiguities. Numerically simulating nonlinear response functions can, however, be computationally very demanding. We present an efficient Lanczos-based method to compute second-order susceptibilities $\chi^{2}\omega_t,\omega_\tau)$ directly in the frequency domain. Applying this to extended Kitaev models describing $\alpha$-RuCl$_3$, we find qualitatively different nonlinear responses between intermediate magnetic field strengths and the high-field regime. To put these results into context, we derive the general 2DCS response of partially-polarized magnets within the linear spin-wave approximation, establishing that $\chi^2(\omega_t,\omega_\tau)$ is restricted to a distinct universal form if the excitations are conventional magnons. Deviations from this form, as predicted in our (Lanczos-based) simulations for $\alpha$-RuCl$_3$, can hence serve in 2DCS experiments as direct criteria to determine whether an observed excitation continuum is of conventional two-magnon type or of different nature.
Figures
Forward citations
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Reference graph
Works this paper leans on
- [1]
- [2]
-
[3]
P. K. Johansson, L. Schm¨ user, and D. G. Castner, Top. Catal. 61, 1101 (2018)
work page 2018
-
[4]
P. Sankar and R. Philip, in Characterization of Nanoma- terials, Micro and Nano Technologies (Woodhead Pub- lishing, 2018) pp. 301–334
work page 2018
- [5]
- [6]
-
[7]
J. Lu, X. Li, H. Y. Hwang, B. K. Ofori-Okai, T. Kurihara, T. Suemoto, and K. A. Nelson, Phys. Rev. Lett. 118, 207204 (2017)
work page 2017
-
[8]
W. Choi, K. Lee, and Y. Kim, Phys. Rev. Lett. 124, 117205 (2020)
work page 2020
Show all 57 references
-
[9]
M. K. Negahdari and A. Langari, Phys. Rev. B 107, 134404 (2023)
2023
-
[10]
Wan and N
Y. Wan and N. Armitage, Phys. Rev. Lett. 122, 257401 (2019)
2019
-
[11]
Savary and L
L. Savary and L. Balents, Rep. Prog. Phys. 80, 016502 (2016)
2016
-
[12]
Knolle and R
J. Knolle and R. Moessner, Annu. Rev. Condens. Matter Phys. 10, 451 (2019)
2019
-
[13]
Broholm, R
C. Broholm, R. Cava, S. Kivelson, D. Nocera, M. Nor- 6 man, and T. Senthil, Science 367, eaay0668 (2020)
2020
-
[14]
Kasahara, T
Y. Kasahara, T. Ohnishi, Y. Mizukami, O. Tanaka, S. Ma, K. Sugii, N. Kurita, H. Tanaka, J. Nasu, Y. Mo- tome, et al., Nature 559, 227 (2018)
2018
-
[15]
Yokoi, S
T. Yokoi, S. Ma, Y. Kasahara, S. Kasahara, T. Shibauchi, N. Kurita, H. Tanaka, J. Nasu, Y. Motome, C. Hickey, S. Trebst, and Y. Matsuda, Science 373, 568 (2021)
2021
-
[16]
Bruin, R
J. Bruin, R. Claus, Y. Matsumoto, N. Kurita, H. Tanaka, and H. Takagi, Nat. Phys. 18, 401 (2022)
2022
-
[17]
Czajka, T
P. Czajka, T. Gao, M. Hirschberger, P. Lampen-Kelley, A. Banerjee, N. Quirk, D. G. Mandrus, S. E. Nagler, and N. P. Ong, Nat. Mater. 22, 36 (2023)
2023
-
[18]
Lefran¸ cois, J
´E. Lefran¸ cois, J. Baglo, Q. Barth´ elemy, S. Kim, Y.-J. Kim, and L. Taillefer, Phys. Rev. B 107, 064408 (2023)
2023
-
[19]
Dhakal, D
R. Dhakal, D. A. Kaib, S. Biswas, R. Valenti, and S. M. Winter, arXiv preprint arXiv:2407.00660 (2024)
2024 arXiv
-
[20]
T.-H. Han, J. S. Helton, S. Chu, D. G. Nocera, J. A. Rodriguez-Rivera, C. Broholm, and Y. S. Lee, Nature 492, 406 (2012)
2012
-
[21]
Banerjee, J
A. Banerjee, J. Yan, J. Knolle, C. A. Bridges, M. B. Stone, M. D. Lumsden, D. G. Mandrus, D. A. Tennant, R. Moessner, and S. E. Nagler, Science 356, 1055 (2017)
2017
-
[22]
Z. Wang, S. Reschke, D. H¨ uvonen, S.-H. Do, K.-Y. Choi, M. Gensch, U. Nagel, T. R˜ o˜ om, and A. Loidl, Phys. Rev. Lett. 119, 227202 (2017)
2017
-
[23]
Kermarrec, A
E. Kermarrec, A. Zorko, F. Bert, R. Colman, B. Koteswararao, F. Bouquet, P. Bonville, A. Hillier, A. Amato, J. Van Tol, et al., Phys. Rev. B 90, 205103 (2014)
2014
-
[24]
Z.-L. Li, M. Oshikawa, and Y. Wan, Phys. Rev. X 11, 031035 (2021)
2021
-
[25]
R¨ uckriegel, D
A. R¨ uckriegel, D. Tarasevych, J. Krieg, and P. Kopietz, Phys. Rev. B 110, 144416 (2024)
2024
-
[26]
Krupnitska and W
O. Krupnitska and W. Brenig, Phys. Rev. B 108, 075120 (2023)
2023
-
[27]
Brenig and O
W. Brenig and O. Krupnitska, J. Phys. Condens. Matter 36, 505806 (2024)
2024
-
[28]
Kanega, T
M. Kanega, T. N. Ikeda, and M. Sato, Phys. Rev. Res. 3, L032024 (2021)
2021
-
[29]
Qiang, V
Y. Qiang, V. L. Quito, T. V. Trevisan, and P. P. Orth, Phys. Rev. Lett. 133, 126505 (2024)
2024
-
[30]
G. Sim, J. Knolle, and F. Pollmann, Phys. Rev. B 107, L100404 (2023)
2023
-
[31]
G. Sim, F. Pollmann, and J. Knolle, Phys. Rev. B 108, 134423 (2023)
2023
-
[32]
Q. Gao, Y. Liu, H. Liao, and Y. Wan, Phys. Rev. B 107, 165121 (2023)
2023
-
[33]
Watanabe, S
Y. Watanabe, S. Trebst, and C. Hickey, Phys. Rev. B 110, 134443 (2024)
2024
-
[34]
Woerner, W
M. Woerner, W. Kuehn, P. Bowlan, K. Reimann, and T. Elsaesser, New J. Phys. 15, 025039 (2013)
2013
-
[35]
non-rephasing signal
will generate a basis for the L-dimensional Krylov subspace span O |0⟩ , HO |0⟩ , H2O |0⟩ , . . . ,HL−1O |0⟩ . (4) Fixing notation, we name the d-dimensional ( d = dim(H)) orthonormal basis vectors generated during the Lanczos routine as |ϕO m⟩. Diagonalization of the tridi- a...
-
[36]
Lanczos, J
C. Lanczos, J. Res. Natl. Bur. Stand. 45, 255 (1950)
1950
-
[37]
Lehoucq, D
R. Lehoucq, D. Sorensen, and C. Yang, ARPACK Users’ Guide: Solution of Large-scale Eigenvalue Problems with Implicitly Restarted Arnoldi Methods, Software, Environ- ments, and Tools (Society for Industrial and Applied Mathematics, 1998)
1998
-
[38]
S. M. Winter, K. Riedl, P. A. Maksimov, A. L. Cherny- shev, A. Honecker, and R. Valent ´ ı, Nat. Commun. 8, 1152 (2017)
2017
-
[39]
S. M. Winter, K. Riedl, D. Kaib, R. Coldea, and R. Va- lent ´ ı, Phys. Rev. Lett.120, 077203 (2018)
2018
-
[40]
Sahasrabudhe, D
A. Sahasrabudhe, D. A. S. Kaib, S. Reschke, R. Ger- man, T. C. Koethe, J. Buhot, D. Kamenskyi, C. Hickey, P. Becker, V. Tsurkan, et al. , Phys. Rev. B 101, 140410(R) (2020)
2020
-
[41]
Dagotto, Rev
E. Dagotto, Rev. Mod. Phys. 66, 763 (1994)
1994
-
[42]
Hart and R
O. Hart and R. Nandkishore, Phys. Rev. B 107, 205143 (2023)
2023
-
[43]
3(k) of Ref
Note that the corresponding LSWT plot in Fig. 3(k) of Ref. [38] shows no intensity for B > Bc, as only one- magnon states were considered there
-
[44]
Jakliˇ c and P
J. Jakliˇ c and P. Prelovˇ sek, Phys. Rev. B49, 5065 (1994)
1994
-
[45]
Jakliˇ c and P
J. Jakliˇ c and P. Prelovˇ sek, Adv. Phys.49, 1 (2000)
2000
-
[46]
Holstein and H
T. Holstein and H. Primakoff, Phys. Rev. 58, 1098 (1940)
1940
-
[47]
We restrict k and k′ to one half of the Brillouin zone, in order to not double-count identical two-magnon states |kl, −kl⟩ = |−kl, kl⟩
-
[48]
Vladimirov, D
A. Vladimirov, D. Ihle, and N. M. Plakida, J. Exp. Theor. Phys. 122, 1060 (2016)
2016
-
[49]
P. A. Maksimov and A. L. Chernyshev, Phys. Rev. Res. 2, 033011 (2020)
2020
-
[50]
R. Smit, S. Keupert, O. Tsyplyatyev, P. Maksimov, A. L. Chernyshev, and P. Kopietz, Phys. Rev. B 101, 054424 (2020). 7 Appendix Appendix A: Numerical implementation We explain the algorithm for the case of diagonal sus- ceptibilities χ2 AAA, i.e. A = B = C in Eq. (2). Then the...
2020
-
[51]
Compute the ground state |0⟩ of H and its energy E0, for example via a standard Lanczos routine
-
[52]
using a random start vector, or related meth- ods [36]
-
[53]
Generate |ϕA 0 ⟩ and N A 0 according to Eq. (3)
-
[54]
,|ϕA L−1⟩} as well as the eigenvalues ϵA m and eigenvectors vA m of the tridiagonal matrix
Using the Lanczos algorithm with |ϕA 0 ⟩ as a start vector, generate and store the basis vectors {|ϕA 0 ⟩ , |ϕA 1 ⟩ , . . . ,|ϕA L−1⟩} as well as the eigenvalues ϵA m and eigenvectors vA m of the tridiagonal matrix
-
[55]
Compute all matrix elements ⟨ϕA l |A|ϕA p ⟩ for l, p∈ {0, 1, . . . , L− 1}. For this, it might be efficient to iterate over p, generating |ϕA p ′ ⟩ = A |ϕA p ⟩ and com- puting the overlaps ⟨ϕA l |ϕA p ′ ⟩ = ⟨ϕA l |A|ϕA p ⟩ for all l ≤ p. For A† = A, the elements with l > pfoll...
-
[56]
Obtain all Xn,m via Eq. (9). Note that the sum in Eq. (9) can be efficiently computed by expressing it as a matrix multiplication
-
[57]
(8) with a chosen broadening η >0 for all de- sired frequencies ωt, ωτ
Evaluate χ(2) AAA(ωt, ωτ ) (here, Yn,m = Xn,m) via Eq. (8) with a chosen broadening η >0 for all de- sired frequencies ωt, ωτ . The d-dimensional eigenvectors in the Krylov sub- space ( |ψm⟩) do not need to be assembled explicitly at any point. The computationally expensive st...
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