DawsonInstitute/coherence-gravity-coupling: Release v2025.11.01
Bibliographic record
Abstract
Release — commits since v2025.10.19 Release notes (only commits made since v2025.10.19): 5ea7e57 2025-11-01 | Arcticoder | Remove redundant "cd papers" in README; fix LaTeX typos in null_results.tex and remove extraneous References header da1f8d1 2025-11-01 | Arcticoder | Update README: clarify paper links, outputs, progress, and solver/script usage fa52c96 2025-11-01 | Arcticoder | Add Makefile targets for null-results and report; update README/docs for null-results, script paths, formatting, and status wording; make examples a package and fix imports in examples/refined_feasibility; ensure scripts add repo root to PYTHONPATH and add timing to benchmark output; add benchmark_results.json and optimized_vs_baseline figure 3598aba 2025-11-01 | Arcticoder | Fix README preprint links and python -c example formatting; remove author/date header from docs/SOLVER_PERFORMANCE_IMPROVEMENTS.md 5dc42c6 2025-11-01 | Arcticoder | Remove generated results/interface_validation.png 4a8bfdf 2025-11-01 | Arcticoder | Add related-papers analyses; remove deprecated setup.py; update README 5cd3e3c 2025-11-01 | Arcticoder | Add related-papers README; expand submission README; fix ξ/xi LaTeX formatting 9c3d6db 2025-11-01 | Arcticoder | Normalize script/report paths, deprecate setup.py, update docs/paper, add tests conftest 3b75d61 2025-11-01 | Arcticoder | gitignore: add docs/related_papers/source/**/* entry fbc977a 2025-11-01 | Arcticoder | Fix LaTeX typo in papers/null_results.tex: restore \title command (was "itle") 8ff99d2 2025-11-01 | Arcticoder | Remove uncited references from null_results.tex bibliography 8a14068 2025-11-01 | Arcticoder | Document Makefile, deprecate setup.py, clarify paper relationship, remove uncited references 761e77c 2025-11-01 | Arcticoder | Fix critical LaTeX errors, reorganize sections, fix script imports, improve figure layout, reference tables in text 563ba60 2025-11-01 | Arcticoder | gitignore: add docs/reference/**/* entry and fix missing newline at EOF 35dd8b3 2025-11-01 | Arcticoder | papers: fix title/Index Terms; add Experimental Roadmap, Timeline/Feasibility, and Theoretical Implications; update date fb938bc 2025-11-01 | Arcticoder | LaTeX: fix control sequences, add figures, format references, include tables appendix, and add limitations/conclusion e0303d9 2025-11-01 | Arcticoder | Papers: remove obsolete Markdown sources after LaTeX conversion (null_results and chapter fragments) c5df51b 2025-11-01 | Arcticoder | Make siunitx optional in null_results.tex for broader LaTeX compatibility b1b8f23 2025-11-01 | Arcticoder | Convert null_results to standalone LaTeX; remove redundant final_preprint wrapper a5f63f3 2025-11-01 | Arcticoder | Papers: replace markdown/pandoc wrapper with standalone null_results.tex and update docs 828a2f6 2025-10-31 | Arcticoder | Papers: standardize preprint name to null_results.md; add manuscript and LaTeX wrapper; update README and docs c392224 2025-10-31 | Arcticoder | Submission: add papers/submission/README with arXiv/Zenodo packaging instructions 31430be 2025-10-31 | Arcticoder | Sweeps: add broader sweep driver with optional GP surrogate (sklearn) 60c2b77 2025-10-31 | Arcticoder | LaTeX: add final_preprint.tex wrapper with graphics paths and .bib stub b2c608f 2025-10-31 | Arcticoder | Preprint: add appendix with κ_R tables and concise error budget; reference consolidated reports 40c6dde 2025-10-31 | Arcticoder | Docs: add papers/README and experimental proposal draft d8eda2a 2025-10-31 | Arcticoder | README: add guidance on interpreting κ_R limits and expected scaling da008d4 2025-10-31 | Arcticoder | README: add curvature–EM coupling (R·F^2) constraints section 5deb41a 2025-10-31 | Arcticoder | Add LaTeX wrapper for null results preprint 71db719 2025-10-31 | Arcticoder | Add unified report generator for analysis results fc73e27 2025-10-31 | Arcticoder | Add sweep modes for Ricci scalar and experimental precision a72da6d 2025-10-31 | Arcticoder | Expand preprint with comprehensive methodology and discussion 4059f9c 2025-10-31 | Arcticoder | Add curvature-EM coupling extension with exclusion limits Notes / highlights Primary focus: paper preparation and packaging (standalone LaTeX preprint null_results.tex), README and documentation clarifications, and deprecating the old setup.py packaging workflow in favor of Makefile targets and explicit submission instructions for arXiv/Zenodo. Many LaTeX and content fixes to make the preprint compile reliably and be submission-ready (fixes to control sequences, titles, references, tables appendices, optional siunitx usage). Added tooling: Makefile targets for null-results/report, unified report generator, sweep drivers (with optional GP surrogate), and benchmark results/figures. Housekeeping: updated .gitignore entries, removed generated/obsolete artifacts, and normalized script/report paths. (Generated automatically by local release script.)
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.002 | 0.000 |
| Open science | 0.004 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.179 | 0.028 |
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; both teacher heads agree on what is shown here.
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".