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@ -422,7 +422,7 @@ The most common and well-established way of regularizing $\Sigma$ is via the sim
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f_\eta(\Delta) = (\Delta \pm \ii \eta)^{-1}
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\end{equation}
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(with $\eta > 0$), \cite{vanSetten_2013,Bruneval_2016a,Martin_2016,Duchemin_2020} a strategy somehow related to the imaginary shift used in multiconfigurational perturbation theory. \cite{Forsberg_1997}
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\alert{Not that this type of broadening is customary in solid-state calculations, hence such regularization is naturally captured in many codes. \cite{Martin_2016}}
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\alert{Note that this type of broadening is customary in solid-state calculations, hence such regularization is naturally captured in many codes. \cite{Martin_2016}}
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In practice, an empirical value of $\eta$ around \SI{100}{\milli\eV} is suggested.
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Other choices are legitimate like the regularizers considered by Head-Gordon and coworkers within orbital-optimized second-order M{\o}ller-Plesset theory \alert{(MP2)}, which have the specificity of being energy-dependent. \cite{Lee_2018a,Shee_2021}
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In this context, the real version of the simple energy-independent regularizer \eqref{eq:simple_reg} has been shown to damage thermochemistry performance and was abandoned. \cite{Stuck_2013,Rostam_2017}
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@ -450,7 +450,7 @@ Let us now discuss the SRG-based energy-dependent regularizer provided in Eq.~\e
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For $\alert{\kappa} = \SI{10}{\hartree}$, the value is clearly too large inducing a large difference between the two sets of quasiparticle energies (purple curves).
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For $\alert{\kappa} = \SI{0.1}{\hartree}$, we have the opposite scenario where $\alert{\kappa}$ is too small and some irregularities remain (green curves).
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We have found that $\alert{\kappa} = \SI{1.0}{\hartree}$ is a good compromise that does not alter significantly the quasiparticle energies while providing a smooth transition between the two solutions.
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Moreover, this value performs well in all scenarios that we have encountered.
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Moreover, \alert{although the optimal $\kappa$ is obviously system-dependent}, this value performs well in all scenarios that we have encountered.
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However, it can be certainly refined for specific applications.
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\alert{For example, in the case of regularized MP2 theory (where one relies on a similar energy-dependent regularizer), a value of $\kappa = 1.1$ have been found to be optimal for noncovalent interactions and transition metal thermochemistry. \cite{Shee_2021}}
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@ -460,12 +460,13 @@ Of course, in the troublesome regions ($p = 3$ and $p = 4$), the correction brou
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\alert{Similar graphs for $\kappa = 0.1$ and $\kappa = 10$ [and the simple regularizer given in Eq.~\eqref{eq:simple_reg}] are reported as {\SupMat}, where one clearly sees that the larger the value of $\kappa$, the larger the difference between regularized and non-regularizer quasiparticle energies.}
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As a final example, we report in Fig.~\ref{fig:F2} the ground-state potential energy surface of the \ce{F2} molecule obtained at various levels of theory with the cc-pVDZ basis.
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In particular, we compute, with and without regularization, the total energy at the Bethe-Salpeter equation (BSE) level \cite{Salpeter_1951,Strinati_1988,Blase_2018,Blase_2020} within the adiabatic connection fluctuation dissipation formalism \cite{Maggio_2016,Holzer_2018b,Loos_2020e} following the same protocol detailed in Ref.~\onlinecite{Loos_2020e}.
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In particular, we compute, with and without regularization, the total energy at the Bethe-Salpeter equation (BSE) level \cite{Salpeter_1951,Strinati_1988,Blase_2018,Blase_2020} within the adiabatic connection fluctuation dissipation formalism \cite{Maggio_2016,Holzer_2018b,Loos_2020e} following the same protocol as detailed in Ref.~\onlinecite{Loos_2020e}.
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These results are compared to high-level coupled-cluster \alert{(CC)} calculations extracted from the same work: \alert{CC with singles and doubles (CCSD) \cite{Purvis_1982} and the non-perturbative third-order approximate CC method (CC3). \cite{Christiansen_1995b}}
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As already shown in Ref.~\onlinecite{Loos_2020e}, the potential energy surface of \ce{F2} at the BSE@{\GOWO}@HF (blue curve) is very ``bumpy'' around the equilibrium bond length and it is clear that the regularization scheme (black curve computed with $\alert{\kappa} = 1$) allows to smooth it out without significantly altering the overall accuracy.
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Moreover, while it is extremely challenging to perform self-consistent $GW$ calculations without regularization, it is now straightforward to compute the BSE@ev$GW$@HF potential energy surface (gray curve).
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\alert{For the sake of completeness, a similar graph for $\kappa = 10$ is reported as {\SupMat}.
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Interestingly, for this rather large value of $\kappa$, the smooth BSE@{\GOWO}@HF and BSE@ev$GW$@HF curves are superposed, and of very similar quality as CCSD.}
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Interestingly, for this rather large value of $\kappa$, the smooth BSE@{\GOWO}@HF and BSE@ev$GW$@HF curves are superposed, and of very similar quality as CCSD.
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It is therefore clear that a smaller value of $\kappa$ is more suitable.}
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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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\section{Concluding remarks}
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@ -59,7 +59,7 @@ The references provided by the reviewer has been added in due place and this poi
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Indeed, convergence accelerators such as DIIS can be used to ease convergence but they will not make these discontinuities disappear as their origin is more profond.
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This point was already stressed in our original manuscript.
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This particular case is further discussed in a recent paper [J. Chem. Theory Comput. 14, 5220 (2018)] where we have provided our implementation of DIIS within $GW$ methods (see Appendix).
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This point has been clearified in the revised version of the manuscript where we have also added the reference provided by Reviewer \#1.}
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This point has been clarified in the revised version of the manuscript where we have also added the reference provided by Reviewer \#1.}
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{It is my understanding that the calculation on the illustrative example H2 in 6-31G basis illustrates the existence of multiple such solutions.
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@ -133,6 +133,7 @@ Could authors elaborate what they see differently and what my untrained eyes cou
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In particular, we have changed the notations regarding the various regularizers that we have studied.
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We now use $\eta$ for the traditional regularizer and $\kappa$ for Evangelista's regularizer.
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We have also included additional graphs for different values of $\eta$ and $\kappa$ which shows how the quasiparticle energies are altered by the choice of the regularizing function and the values of $\eta$ and $\kappa$.
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The discussion has been modified accordingly and is now much more complete.
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}
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\item
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@ -142,14 +143,19 @@ However, I cannot understand how the authors can claim that the correction intro
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These qp energies are different by 2-3 eV. How are the smooth curves advantageous if the results are so incorrect?
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Could authors elaborate?}
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\\
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\alert{Indeed the HOMO and LUMO orbitals do not show discontinuities along the dissociation coordinate so no need for a correction. Thus, it is an important feature that the regularization introduces only a small correction for these orbitals. It is also true that the regularization introduces a correction of few eVs for the LUMO+1 ($p=3$) and LUMO+2 ($p=4$) orbitals but we have to note that the quasiparticle solutions of Eq.~2 for these orbitals appear at the poles of the self-energy. So the regularized self-energy has to do a large correction which leads to large error on the quasiparticle energies. Moreover, it is also essential to notice that we talk here about the $G_0W_0$ scheme but in case of a partially self-consistent scheme then the use of regularization seems critical.
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\alert{Indeed the HOMO and LUMO orbitals do not show discontinuities along the dissociation coordinate, so no need of a correction in these cases.
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Thus, it is an important feature that the regularization introduces only a small correction for these orbitals, as shown in Fig.~4.
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Additional graphs have been added as supplementary material where one shows that if one considers a larger value of $\kappa$, the energies are much more altered.
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As mentioned by the reviewer, it is also true that the regularization introduces a correction of few eVs for the LUMO+1 ($p=3$) and LUMO+2 ($p=4$) orbitals but we must emphasize that the quasiparticle solutions of Eq.~(2) for these orbitals appear at the poles of the self-energy.
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Therefore, the regularization has to do its job which leads to large deviation of the quasiparticle energies; this is the only way to get rid of these discontinuities.
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Moreover, it is also essential to notice that we talk here about the $G_0W_0$ scheme but in case of a partially self-consistent scheme then the use of regularization is critical.
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}
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\item
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{How the values of Fig.~4 depend on different choices of $\eta$ magnitude? This is crucial for assessing if a regularizer scheme is viable. }
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\\
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\alert{Several graphs have been added in the supporting information for different values of $\eta$ and $\kappa$.
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The discussion has been expanded accordingly.
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The discussion has been expanded accordingly (see also the previous point).
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}
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\item
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@ -157,8 +163,9 @@ The discussion has been expanded accordingly.
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Without showing such a graph it is hard to know.
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Also would the regularizer help when the HF eigenvalues of Homo and Lumo are known to become degenerate at the stretched distance?}
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\\
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\alert{We add few graphs in the supporting information where we use different values for the $\eta$ and the $\kappa$ regularizer.
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We can see that the value $\kappa = 1$ gives a much better result than the $\eta = 1$ one.
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\alert{We have added several graphs in the supporting information where we use different values for $\eta$ and $\kappa$.
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The discussion in Section V has been expanded to discuss these new results.
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As one can see, the value $\kappa = 1$ gives much better results than $\eta = 1$.
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}
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\item
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@ -167,9 +174,9 @@ It is reasonable to expect that the value of $\eta$ is system dependent.
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How could I recognize which value is right?}
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\\
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\alert{
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Like in other regularized methods, $\eta$ is an empirical parameter that must be chosen.
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Like in other regularized methods, $\eta$ is an empirical parameter.
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There is no definite answer but, depending on the type of properties studied, the value of $\eta$ must be chosen carefully.
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This point is mentioned in the manuscript (Section V).
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This point is mentioned in the manuscript (Section V) where we explicitly mention that the optimal $\kappa$ value is system-dependent.
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We hope to report further on this in a forthcoming paper but this requires extensive calculations.
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}
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@ -182,6 +189,11 @@ If they do, then I find it highly unusual.
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Or are these competing solutions that could be removed by passing the starting point between neighboring geometries without a regularizer?}
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\\
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\alert{
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We understand the point of the review.
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However, this strategy would not work in the present context as the various solutions are not continuously linked, and one cannot follow indefinitely a given solution as its weight eventually becomes extremely small.
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Some extra "bumpiness" may have been introduced by the second-order interpolation of the curves between each pair of successive points.
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We have removed this interpolation for all the curves and, as the reviewer shall see, the curves remain very "bumpy".
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To answer the reviewer's question, yes the denominator already vanishes at equilibrium and this is far from being unusual in $GW$ methods [see J. Chem. Theory Comput. 14, 5220 (2018)].
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}
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@ -194,7 +206,7 @@ Yes, but a plot showing that the total energy is relatively insensitive as a fun
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\\
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\alert{
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As stated above, the regularizer section has been improved and we are happy if our manuscript is published as a Regular Article (as recommended by the editor).
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}
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From a more personal point of view, we believe that an efficient regularization scheme of $GW$ methods might significantly improve their applicability in quantum chemistry.}
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\end{enumerate}
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@ -243,6 +255,7 @@ Moreover, as detailed below (see the answers to Reviewer \#1), we have thoroughl
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In particular, we have changed the notations regarding the various regularizers that we have studied.
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We now use $\eta$ for the traditional regularizer and $\kappa$ for Evangelista's regularizer.
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We have also included additional graphs for different values of $\eta$ and $\kappa$ which shows how the quasiparticle energies are altered by the choice of the regularizing function and the values of $\eta$ and $\kappa$.
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The discussion has been also expanded.
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}
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\item
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