← Back to all development cases
This case was judged by an anonymized AI reviewer and has not been independently reviewed by people; inspect the draft, cards, and both outputs to assess it.
AutocompleteWith cards better193 / 280 · beu-f77c7b3bbbe83ec8

Stimulated Emission of Radiation and the Black Hole Information Problem

Astrophysics · 2306.13845v1

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

Stimulated Emission of Radiation and the Black Hole Information Problem

I Introduction

…ven though this question is often couched in language that suggests that it is a problem of information conservation (”what happens to the information about the initial state of the matter and radiation that formed the black hole”?) it is strictly speaking not a problem of information transmission, but rather a problem in showing that the quantum state after the evaporation of the black holes has returned to the pure state it started out as, before the formation of the black hole. Quite generally, the question should be: ”Is black hole formation and evaporation described by unitary dynamics?”

… Hawking radiation after all, or to put it more concisely, that the state after evaporation of the black hole somehow returns to purity. This type of scenario has been advocated by Page and by Bekenstein [ 67 , 13 ] , and also has more modern support from theories in which quantum gravity is coupled to dilatons [ 71 , 8 ] . One of the most common objections to this scenario is that the thermal nature of the Hawking radiation precludes it from carrying any information. We will see below that there is in fact no basis to this objection, as information can be encrypted in maximum entropy states.

↓ 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 ends with: 'We will see below that there is in fact no basis to this objection, as information can be encrypted in maximum entropy states.' This sets up a specific argumentative trajectory: explaining HOW information can be encrypted in thermal/maximum entropy states despite the common objection. Output A directly fulfills this promise by explaining that correlations between different modes can encode information while individual modes remain thermal—precisely the 'encrypted in maximum entropy states' mechanism. This fits seamlessly with the sources (especially the 'Quantum information in Hawking radiation' source showing thermality of all Hawking particles is consistent with global purity, and the GUP source on correlations between modes). Output B, while topically related to the information paradox, pivots to an entirely different scenario (remnants) that the draft does not set up. The draft explicitly signals it will address the 'information encrypted in maximum entropy states' mechanism, not remnants. Output B would require substantial repair to connect to the preceding text's argumentative structure. Output A's content also better matches the cited sources' emphasis on correlations and purity without abandoning thermality.

Evidence

Same model and position · retrieved passages supplied · first output

Preferred by blind review

The recovery of information need not require that the radiation deviate from thermality at the level of its single-mode spectrum; correlations between the emission of different modes can encode the initial state while each mode individually remains thermal.

Passages supplied to the Evidence version

Card 1 · Quantum gravity and recovery of information in black hole evaporation

The Generalized Uncertainty Principle (GUP), motivated by current alternatives of quantum gravity, produces significant modifications to the Hawking radiation and the final stage of black hole evaporation. We show that incorporation of the GUP into the quantum tunneling process (based on the null-ge…

Read full passage excerpt

The Generalized Uncertainty Principle (GUP), motivated by current alternatives of quantum gravity, produces significant modifications to the Hawking radiation and the final stage of black hole evaporation. We show that incorporation of the GUP into the quantum tunneling process (based on the null-geodesic method) causes correlations between the tunneling probability of different modes in the black hole radiation spectrum. In this manner, the quantum information becomes encrypted in the Hawking radiation, and information can be recovered as non-thermal GUP correlations between tunneling probabilities of different modes.

Card 2 · Quantum information in Hawking radiation

Here we leverage modern quantum information to incarnate this idea in a realistic model of quantised radiation. To this end we employ the formalism of quantum Gaussian states [ 18 ] together with the continuous-variables version of the quantum marginal problem [ 19 , 20 ] . Using a rigorous solution…

Read full passage excerpt

Here we leverage modern quantum information to incarnate this idea in a realistic model of quantised radiation. To this end we employ the formalism of quantum Gaussian states [ 18 ] together with the continuous-variables version of the quantum marginal problem [ 19 , 20 ] . Using a rigorous solution to the latter [ 21 ] we show that the thermality of all Hawking particles is consistent with a global pure state of the radiation. Surprisingly, we find out that the radiation of an astrophysical black hole can be thermal until the very last particle. In contrast, the thermality of Hawking radiation originating from a microscopic black hole — which is expected to evaporate through several quanta — is not excluded, though there are constraints on modes’ frequencies. Our result support the conservative resolution to the black hole information paradox.

Card 3 · Hawking radiation energy and entropy from a Bianchi-Smerlak semiclassical black hole

Eugenio Bianchi and Matteo Smerlak have found a relationship between the Hawking radiation energy and von Neumann entropy in a conformal field emitted by a semiclassical two-dimensional black hole. We compare this relationship with what might be expected for unitary evolution of a quantum black hole…

Read full passage excerpt

Eugenio Bianchi and Matteo Smerlak have found a relationship between the Hawking radiation energy and von Neumann entropy in a conformal field emitted by a semiclassical two-dimensional black hole. We compare this relationship with what might be expected for unitary evolution of a quantum black hole in four and higher dimensions. If one neglects the expected increase in the radiation entropy over the decrease in the black hole Bekenstein-Hawking $A/4$ entropy that arises from the scattering of the radiation by the barrier near the black hole, the relation works very well, except near the peak of the radiation von Neumann entropy and near the final evaporation. These discrepancies are calculated and discussed as tiny differences between a semiclassical treatment and a quantum gravity treatment.

Card 4 · Nonextensive black hole entropy and quantum gravity effects at the last stages of evaporation

We analyze the generalized uncertainty principle (GUP) impact onto the nonextensive black hole thermodynamics by using R\'enyi entropy. We show that when introducing GUP effects, both R\'enyi entropy and temperature associated with black holes have finite values at the end of the evaporation process…

Read full passage excerpt

We analyze the generalized uncertainty principle (GUP) impact onto the nonextensive black hole thermodynamics by using R\'enyi entropy. We show that when introducing GUP effects, both R\'enyi entropy and temperature associated with black holes have finite values at the end of the evaporation process. We also study the sparsity of the radiation, associated with R\'enyi temperature, and compare it with the sparsity of Hawking radiation. Finally, we investigate GUP modifications to the sparsity of the radiation when GUP effects are introduced into R\'enyi temperature.

Card 5 · Black Hole Evaporation and Quantum Gravity

In this note we consider some consequences of quantum gravity on the process of black hole evaporation. In particular, we will explain the suggestion by 't Hooft that quantum gravitational interactions effectively exclude simultaneous measurements of the Hawking radiation and of the matter falling i…

Read full passage excerpt

In this note we consider some consequences of quantum gravity on the process of black hole evaporation. In particular, we will explain the suggestion by 't Hooft that quantum gravitational interactions effectively exclude simultaneous measurements of the Hawking radiation and of the matter falling into the black hole. The complementarity of these measurements is supported by the fact that the commutators between the corresponding observables can be shown to grow uncontrollably large. The only assumption that is needed to obtain this result is that the creation and annihilation modes of the in-falling and out-going matter act in the same Hilbert space. We further illustrate this phenomenon in the context of two-dimensional dilaton gravity.

Model-reported card use

Card 2 · fact

Affected output: The recovery of information need not require that the radiation deviate from thermality at the level of its single-mode spectrum

Model explanation: This row directly licenses the claim that thermality of individual Hawking particles is compatible with a globally pure (information-recovered) state, which is the factual premise of the sentence.

Card 1 · fact

Affected output: correlations between the emission of different modes can encode the initial state while each mode individually remains thermal

Model explanation: This row supplies the specific mechanism that information is carried by correlations between different modes, which the sentence uses to explain how thermality and information recovery coexist.

No Evidence

Same model and position · no retrieved passages · first output

Not preferred in this comparison

A related line of argument holds that the information need not be recovered from the radiation at all, but may instead be stored in a remnant that persists after evaporation.

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 blinded model review preferred the Evidence version. Its original rationale appears below.

Read the original model judgment

Output A provides a coherent continuation that directly supports and elaborates the draft's claim that 'information can be encrypted in maximum entropy states.' It explains how information recovery works through correlations between modes while individual modes remain thermal, which is grounded in Source 2 (quantum information in Hawking radiation showing thermality consistent with global pure state) and Source 1 (GUP causing correlations between tunneling probabilities of different modes). The paragraph flows naturally from the draft's setup about objections to purity restoration and the rebuttal about information encryption. Output B introduces a genuinely different scenario (remnants) that is not mentioned in the draft or sources. While not strictly unsupported (remnants are a known topic in BH information), it does not continue the specific argumentative thread established in the draft about information being encrypted in the radiation itself. The draft explicitly says 'We will see below that there is in fact no basis to this objection, as information can be encrypted in maximum entropy states' — Output A delivers on this promise; Output B pivots to an alternative mechanism that doesn't follow from the draft's setup. For autocomplete, Output A better satisfies the task of continuing the manuscript's actual argument.

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.