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  1. README.md +9 -9
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@@ -28,7 +28,7 @@ AI generators now propose crystals much faster than anyone checks them with phys
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  open record of what happens when you do check: most candidates that look stable to a machine-learned model turn
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  out to be known compounds, or less stable than their real competitors, once the competitors are taken seriously.
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- Built 2026-11-03. Rebuilt nightly while the pipeline runs. Mirrors: [Hugging Face](https://huggingface.co/datasets/zer0contextlost/crystal-lab-data);
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  raw Quantum ESPRESSO calculations parsed and searchable on [NOMAD](https://nomad-lab.eu/prod/v1/gui/search/entries?upload_id=kNO0ljjeTyK0l_lX9522Ww) (snapshot of 2026-11-01).
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  ## 2026-11-03: stricter novelty rule
@@ -46,8 +46,8 @@ METHODS.md §3 and §7, and in the `prior_reports` column of `dft_results.csv`.
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  | | count |
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  |---|---|
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- | Structures generated | 5546 |
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- | Kept as "discoveries" (stable by ML, and the composition is not reported in any database or paper we check) | 958 |
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  | ML hull check finished | 596 |
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  | ML hull check at or below 0 eV/atom | 0 |
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  | DFT jobs (passes / fails / still running or queued) | 9 (2 / 2 / 5) |
@@ -63,14 +63,14 @@ New rows need a few nights of hull checks before their numbers mean much.
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  |---|---|---|---|---|---|---|---|
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  | random formula (before 11-01) | 0 | 3713 | 825 | 541 | 0.386 | 0 | 0 |
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  | surprise (before 11-01) | 0 | 1681 | 107 | 53 | 0.141 | 6 | 2 |
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- | substitution | 0 | 67 | 22 | 2 | 0.272 | 0 | 0 |
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- | surprise | 1 | 55 | 3 | 0 | - | 0 | 0 |
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- | random | 0 | 19 | 1 | 0 | - | 0 | 0 |
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  | human | 0 | 10 | 0 | 0 | - | 0 | 0 |
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- | control | 0 | 1 | 0 | 0 | - | 0 | 0 |
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- ML verdicts: unstable 2018, rock solid 1366, plausible 1251, borderline 743, falls apart 168.
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- Novelty at generation time: skipped 2929, known 969, new composition 958, known composition 685, rediscovered 5.
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  ### Files
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  - `structures.jsonl.gz`: one JSON object per structure: formula, space group, CIF, how the prompt was chosen
 
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  open record of what happens when you do check: most candidates that look stable to a machine-learned model turn
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  out to be known compounds, or less stable than their real competitors, once the competitors are taken seriously.
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+ Built 2026-11-04. Rebuilt nightly while the pipeline runs. Mirrors: [Hugging Face](https://huggingface.co/datasets/zer0contextlost/crystal-lab-data);
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  raw Quantum ESPRESSO calculations parsed and searchable on [NOMAD](https://nomad-lab.eu/prod/v1/gui/search/entries?upload_id=kNO0ljjeTyK0l_lX9522Ww) (snapshot of 2026-11-01).
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  ## 2026-11-03: stricter novelty rule
 
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  | | count |
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  |---|---|
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+ | Structures generated | 5617 |
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+ | Kept as "discoveries" (stable by ML, and the composition is not reported in any database or paper we check) | 984 |
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  | ML hull check finished | 596 |
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  | ML hull check at or below 0 eV/atom | 0 |
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  | DFT jobs (passes / fails / still running or queued) | 9 (2 / 2 / 5) |
 
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  |---|---|---|---|---|---|---|---|
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  | random formula (before 11-01) | 0 | 3713 | 825 | 541 | 0.386 | 0 | 0 |
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  | surprise (before 11-01) | 0 | 1681 | 107 | 53 | 0.141 | 6 | 2 |
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+ | substitution | 68 | 117 | 43 | 2 | 0.272 | 0 | 0 |
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+ | surprise | 45 | 57 | 3 | 0 | - | 0 | 0 |
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+ | random | 20 | 33 | 6 | 0 | - | 0 | 0 |
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  | human | 0 | 10 | 0 | 0 | - | 0 | 0 |
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+ | control | 0 | 6 | 0 | 0 | - | 0 | 0 |
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+ ML verdicts: unstable 2037, rock solid 1396, plausible 1265, borderline 750, falls apart 169.
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+ Novelty at generation time: skipped 2956, new composition 984, known 970, known composition 702, rediscovered 5.
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  ### Files
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  - `structures.jsonl.gz`: one JSON object per structure: formula, space group, CIF, how the prompt was chosen