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  1. README.md +10 -10
README.md CHANGED
@@ -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 2026-11-10. 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), plus the #1856 SrCaCdP2 phonon runs ([upload of 2026-11-06](https://nomad-lab.eu/prod/v1/gui/search/entries?upload_id=VJuk3Rs9RjKGtpU7TdSF3g))
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  and all #2571 BaCdGePd2 runs ([upload of 2026-11-10](https://nomad-lab.eu/prod/v1/gui/search/entries?upload_id=7-krAnoRQlyS_2i0FVfjIw)).
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@@ -65,9 +65,9 @@ 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 | 5837 |
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- | Kept as "discoveries" (stable by ML, and the composition is not reported in any database or paper we check) | 895 |
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- | ML hull check finished | 644 |
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  | ML hull check at or below 0 eV/atom | 1 |
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  | DFT jobs (passes / fails / still running or queued) | 12 (3 / 2 / 7) |
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@@ -82,14 +82,14 @@ 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 | 696 | 494 | 0.389 | 1 | 0 |
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  | surprise (before 11-01) | 0 | 1681 | 101 | 71 | 0.115 | 13 | 3 |
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- | substitution | 199 | 265 | 69 | 61 | 0.211 | 2 | 0 |
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- | random | 93 | 78 | 21 | 14 | 0.407 | 0 | 0 |
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- | surprise | 148 | 63 | 8 | 4 | 0.158 | 0 | 0 |
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- | control | 0 | 27 | 0 | 0 | - | 0 | 0 |
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  | human | 0 | 10 | 0 | 0 | - | 0 | 0 |
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- ML verdicts: unstable 2108, rock solid 1463, plausible 1307, borderline 776, falls apart 183.
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- Novelty at generation time: skipped 3067, known 977, new composition 895, known composition 893, 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 2026-11-11. 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), plus the #1856 SrCaCdP2 phonon runs ([upload of 2026-11-06](https://nomad-lab.eu/prod/v1/gui/search/entries?upload_id=VJuk3Rs9RjKGtpU7TdSF3g))
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  and all #2571 BaCdGePd2 runs ([upload of 2026-11-10](https://nomad-lab.eu/prod/v1/gui/search/entries?upload_id=7-krAnoRQlyS_2i0FVfjIw)).
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  | | count |
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  |---|---|
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+ | Structures generated | 5871 |
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+ | Kept as "discoveries" (stable by ML, and the composition is not reported in any database or paper we check) | 905 |
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+ | ML hull check finished | 654 |
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  | ML hull check at or below 0 eV/atom | 1 |
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  | DFT jobs (passes / fails / still running or queued) | 12 (3 / 2 / 7) |
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  |---|---|---|---|---|---|---|---|
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  | random formula (before 11-01) | 0 | 3713 | 696 | 494 | 0.389 | 1 | 0 |
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  | surprise (before 11-01) | 0 | 1681 | 101 | 71 | 0.115 | 13 | 3 |
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+ | substitution | 219 | 287 | 74 | 67 | 0.216 | 2 | 0 |
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+ | random | 113 | 87 | 24 | 16 | 0.318 | 1 | 0 |
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+ | surprise | 165 | 65 | 10 | 6 | 0.137 | 1 | 0 |
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+ | control | 0 | 28 | 0 | 0 | - | 0 | 0 |
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  | human | 0 | 10 | 0 | 0 | - | 0 | 0 |
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+ ML verdicts: unstable 2120, rock solid 1476, plausible 1310, borderline 780, falls apart 185.
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+ Novelty at generation time: skipped 3085, known 978, new composition 905, known composition 898, 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