On the separation of time scales close to a glass transition: results from quench studies of the next-nearest-neighbour Ising model
Bibliographic record
Abstract
Simulated quench studies of the next-nearest-neighbour (nnn) Ising model demonstrate the separation of time scales corresponding to the order parameter of the ground states and to the orientational order parameter as the value of the nnn interaction parameter approaches the critical value at which the glass transition occurs. Simply defined characteristic times, corresponding to both short-time processes (fast dynamics) and long-time processes (slow dynamics), are used to illustrate this separation and to elucidate the nature of the glass transition for this model. In particular, it is shown that the orientational order parameter remains nonzero at low temperature even at the critical value of the nnn interaction parameter (i.e., for K = K c ). Implications for the study of nonequilibrium effects in systems with striped ground states are discussed.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".