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AutocompleteWith cards better189 / 280 · beu-594a5ab54db3e67f

Spontaneous scalarization

Astrophysics · 2211.01766v2

FLOWING EVIDENCE BENCHMARK

How do we compare writing with and without cards?

At the same writing position, the same model produces one first result with cards and one without. All 280 pairs enter the overall anonymized review, which assesses whether a decision not to continue fits the draft.

Overall: 138 with-card wins, 26 ties, 107 no-card wins, 5 pairs where neither was usable, and 4 inconclusive judgments. Both sides wrote text in 218 pairs; 48 had a deliberate stop and 14 included an invalid output.

SAME DRAFT · WITH OR WITHOUT CARDS

01 · FIXED WRITING POSITION

MANUSCRIPT

Same writing position ▌

Matched autocomplete at the same draft position

02 · TWO MATCHED VERSIONS

SHARED BY BOTH

Draft, writing task, and generation model

A · With cards

Relevant literature cards supplied

B · Without cards

No literature cards supplied

Generation model

Same model and version

A → first output

B → first output

Anonymized AI judge

First outputs are anonymized as X and Y

Continuation review: accuracy, fit to the writing task and usability
Returns: X preferred / tie / Y preferred / both unusable

Review again with the answer order swapped

HOW DOES BLIND JUDGING WORK?

① Anonymize both outputs
The AI judge sees the same draft and both first outputs without knowing which received cards.

② Compare and swap order
The judge applies task-specific criteria in X/Y and then Y/X order.

③ Review disagreements
A third pass resolves disagreements. Incomplete reviews remain in the denominator.

How are positions and cards selected?

We selected 40 writing positions in each of seven fields, for 280 comparisons. The position and relevant literature cards were set before each comparison, so both versions began from the same draft.

The main result retains every frozen position, including places where cards might not add a useful next move. This avoids selecting cases based on their outputs, but 49% describes the whole cohort, not a win rate where evidence clearly had an opportunity to help. This cohort did not record that opportunity label for each position before generation, so those two groups cannot yet be separated reliably.

CARD USE · 140/280

Reported card use in continuations with text

The model reports whether a card affected its continuation. In 140 of 280 tests it produced continuation text and reported card use. The previous count of 150 included 10 cases without continuation text and has been corrected.

COMPARISON · 70 / 7 / 30

Which written version was better?

Of the 107 reported-use cases where both versions produced text, the blinded AI judge preferred the with-card version 70 times, found 7 about the same, and preferred the without-card version 30 times.

How are the two table percentages calculated?

ADOPTION COVERAGE

140reported use with text
÷
280all positions
=
50%

WITH-CARD VERSION PREFERRED

70with cards better
÷
107comparable tests
=
65%

The percentages use different groups: 50% counts continuations with text reporting card use among all 280 tests; 65% covers the 107 such cases with text on both sides. The generating model reports card use, while an anonymized AI judge compares writing quality.

Card use is self-reported by the generator. The anonymized AI judge sees the draft and source snippets, so source-aware preference remains possible; there was no independent human review. The overall result describes these 280 frozen positions, not a win probability for any writing task.

Manuscript writing position

Text excerpt · not a PDF page

Research manuscript · excerpt

Spontaneous scalarization

I Introduction

… Taylor [178] ; see Damour [87] . This discovery inaugurated a new arena to test GR and its contenders [ 356 , 94 , 357 ] . Meanwhile, slow velocities and weak-field Solar System tests had reached an accuracy that made it questionable whether viable theories that predict deviations from GR that are measurable with binary pulsars can exist [ 370 ] . Spontaneous scalarization settled this question and provided further motivation for the use of binary-pulsar observations to test GR. By now these observations have ruled out the Damour-Esposito-Farèse (DEF) scalarization model [ 22 , 199 , 393 ] .

…ertain threshold, the scalar field switches from a trivial constant configuration to a nontrivial one, and large deviations from GR appear. Conversely, one can think of this as deviations from GR getting severely “screened” as soon as one crosses the same threshold in the opposite direction. It is this phase transition behavior that distinguishes scalarization from other models in which deviation from GR is induced and controlled by coupling to curvature, such as more general scalar-tensor theories with linear [ 388 , 338 , 339 ] or exponential [ 186 ] couplings to the Gauss-Bonnet invariant.

↓ Next paragraph was generated here

The highlighted text is near the writing position. This is a layout of the evaluation input, not a PDF screenshot.

A matched comparison at the same writing positionOverall AI review: With cards better

Both arms use the same model, task and manuscript context. Only the retrieved passages differ. The first recorded output from each arm is shown below.

Read overall AI review rationale

A = with cards · B = without cards

The draft describes spontaneous scalarization in neutron stars (DEF model) and its phase transition behavior, then contrasts it with scalar-tensor theories where deviations from GR are 'induced and controlled by coupling to curvature' with linear or exponential couplings to the Gauss-Bonnet invariant. The paragraph is clearly setting up a transition to discuss curvature-induced scalarization (black hole scalarization) as a parallel/generalized phenomenon. Output A provides exactly this next move: it connects the neutron-star scalarization mechanism to black hole scalarization via Gauss-Bonnet coupling, describing the tachyonic instability and bifurcation of hairy solutions. This is accurate, fits the argument structure (generalization beyond neutron stars), and matches the sources which describe this exact phenomenon. The text can be inserted without substantial repair—it naturally continues the 'Conversely...' contrast and elaborates on the Gauss-Bonnet coupling mentioned in the final sentence. Output B's abstention with 'complete' is inappropriate because the draft clearly needs a next move: the paragraph ends mid-argument, having introduced curvature-coupled models but not explained how they realize scalarization, and having set up a contrast that demands elaboration. The visible draft does not make a complete move; continuing is not redundant or speculative.

Evidence

Same model and position · retrieved passages supplied · first output

Preferred by blind review

The same mechanism has since been generalized beyond the neutron-star setting: in scalar-tensor theories where the scalar couples non-minimally to the Gauss-Bonnet invariant, the coupling acts as a tachyonic mass for the scalar mode, so that Schwarzschild black holes become unstable below a critical mass and a new branch of hairy solutions bifurcates from the general-relativistic one.

Passages supplied to the Evidence version

Card 1 · Stability of scalarized black hole solutions in scalar-Gauss-Bonnet gravity

Scalar-tensor theories of gravity where a new scalar degree of freedom couples to the Gauss-Bonnet invariant can exhibit the phenomenon of spontaneous black hole scalarization. These theories admit both the classic black hole solutions predicted by general relativity as well as novel hairy black hol…

Read full passage excerpt

Scalar-tensor theories of gravity where a new scalar degree of freedom couples to the Gauss-Bonnet invariant can exhibit the phenomenon of spontaneous black hole scalarization. These theories admit both the classic black hole solutions predicted by general relativity as well as novel hairy black hole solutions. The stability of hairy black holes is strongly dependent on the precise form of the scalar-gravity coupling. A radial stability investigation revealed that all scalarized black hole solutions are unstable when the coupling between the scalar field and the Gauss-Bonnet invariant is quadratic in the scalar, whereas stable solutions exist for exponential couplings. Here, we elucidate this behavior. We demonstrate that, while the quadratic term controls the onset of the tachyonic instability that gives rise to the black hole hair, the higher-order coupling terms control the nonlinearities that quench that instability and, hence, also control the stability of the hairy black hole sol …

Card 2 · Topological black holes with curvature induced scalarization in the extended scalar-tensor theories

We study the stability of topological black holes in the presence of a cosmological constant and a scalar field coupled to the Gauss-Bonnet (GB) term in the extended scalar-tensor theories. We find two competing effects. As the strength of the coupling $\ensuremath{\lambda}$ of the scalar field to t…

Read full passage excerpt

We study the stability of topological black holes in the presence of a cosmological constant and a scalar field coupled to the Gauss-Bonnet (GB) term in the extended scalar-tensor theories. We find two competing effects. As the strength of the coupling $\ensuremath{\lambda}$ of the scalar field to the GB term is increasing, the matter is interacting more strongly with gravity while as the hyperbolicity $\ensuremath{\xi}$ of spacetime is getting larger the kinetic effects of matter tend to dominate. Calculating both analytically and numerically the quasinormal modes (QNMs) we found for each $\ensuremath{\lambda}$ a critical value of $\ensuremath{\xi}$, below which there is an instability. When the coupling constant $\ensuremath{\lambda}$ is getting very large, all of the QNMs develop a positive imaginary part indicating an instability. This behavior indicates a phase transition to a scalarized topological black hole induced by curvature effects.

Card 3 · Cosmological instability of scalar-Gauss-Bonnet theories exhibiting scalarization

In a subclass of scalar-tensor theories, it has been shown that standard general relativity solutions of neutron stars and black holes with trivial scalar field profiles are unstable. Such an instability leads to solutions which are different from those of general relativity and have non-trivial sca…

Read full passage excerpt

In a subclass of scalar-tensor theories, it has been shown that standard general relativity solutions of neutron stars and black holes with trivial scalar field profiles are unstable. Such an instability leads to solutions which are different from those of general relativity and have non-trivial scalar field profiles, in a process called scalarization. In the present work we focus on scalarization due to a non-minimal coupling of the scalar field to the Gauss-Bonnet curvature invariant. The coupling acts as a tachyonic mass for the scalar mode, thus leading to the instability of general relativity solutions. We point out that a similar effect may occur for the scalar modes in a cosmological background, resulting in the instability of cosmological solutions. In particular, we show that a catastrophic instability develops during inflation within a period of time much shorter than the minimum required duration of inflation. As a result, the standard cosmological dynamics is not recovered. …

Card 4 · Constructing neutron stars with a gravitational Higgs mechanism

In scalar-tensor theories, spontaneous scalarization is a phase transition that can occur in ultradense environments such as neutron stars. The scalar field develops a nontrivial configuration once the stars exceeds a compactness threshold. We recently pointed out that, if the scalar exhibits some a…

Read full passage excerpt

In scalar-tensor theories, spontaneous scalarization is a phase transition that can occur in ultradense environments such as neutron stars. The scalar field develops a nontrivial configuration once the stars exceeds a compactness threshold. We recently pointed out that, if the scalar exhibits some additional coupling to matter, it could give rise to significantly different microphysics in these environments. In this work we study, at the nonperturbative level, a toy model in which the photon is given a large mass when spontaneous scalarization occurs. Our results demonstrate clearly the effectiveness of spontaneous scalarization as a Higgs-like mechanism in neutron stars.

Card 5 · New Gauss-Bonnet Black Holes with Curvature-Induced Scalarization in Extended Scalar-Tensor Theories

In the present Letter, we consider a class of extended scalar-tensor-Gauss-Bonnet (ESTGB) theories for which the scalar degree of freedom is excited only in the extreme curvature regime. We show that in the mentioned class of ESTGB theories there exist new black-hole solutions that are formed by spo…

Read full passage excerpt

In the present Letter, we consider a class of extended scalar-tensor-Gauss-Bonnet (ESTGB) theories for which the scalar degree of freedom is excited only in the extreme curvature regime. We show that in the mentioned class of ESTGB theories there exist new black-hole solutions that are formed by spontaneous scalarization of the Schwarzschild black holes in the extreme curvature regime. In this regime, below certain mass, the Schwarzschild solution becomes unstable and a new branch of solutions with a nontrivial scalar field bifurcates from the Schwarzschild one. As a matter of fact, more than one branch with a nontrivial scalar field can bifurcate at different masses, but only the first one is supposed to be stable. This effect is quite similar to the spontaneous scalarization of neutron stars. In contrast to the standard spontaneous scalarization of neutron stars, which is induced by the presence of matter, in our case, the scalarization is induced by the curvature of the spacetime.

Model-reported card use

Card 5 · fact

Affected output: Schwarzschild black holes become unstable below a critical mass and a new branch of hairy solutions bifurcates from the general-relativistic one

Model explanation: This row supplied the concrete black-hole scalarization result (critical mass, instability of Schwarzschild, bifurcating hairy branch) that the new paragraph reports as the curvature-induced generalization of the DEF mechanism.

Card 3 · fact

Affected output: the coupling acts as a tachyonic mass for the scalar mode

Model explanation: This row supplied the tachyonic-mass mechanism by which the Gauss-Bonnet coupling destabilizes the trivial scalar configuration, which the paragraph uses to explain why the black-hole branch appears.

Card 1 · terminology

Affected output: in scalar-tensor theories where the scalar couples non-minimally to the Gauss-Bonnet invariant

Model explanation: This row provided the field-native phrasing for the scalar-Gauss-Bonnet coupling and the term 'spontaneous black hole scalarization' used to frame the new paragraph.

No Evidence

Same model and position · no retrieved passages · first output

Not preferred in this comparison

No continuation text was produced.

Model action:complete

Earlier card-use comparison

The earlier diagnostic compared only cases with reported card use and text on both sides; its scope differs from the overall AI review above.

The with-card arm produced text and reported card use, but the no-card arm produced no text. This counts as reported use, without entering the two-text preference comparison.

The passages are input material; their presence does not mean an output used them or that they support every claim. Draft and source passages are excerpted; no simulated scores or PDF appear here.