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Browse files
README.md
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@@ -29,7 +29,26 @@ open record of what happens when you do check: most candidates that look stable
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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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## 2026-11-03: stricter novelty rule
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A candidate now counts as new only if its **composition** has not been reported anywhere we check, in any
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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 |
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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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| prompt mode | skipped as already known | structures | new | ML hull checked | median e_hull (eV/atom) | within 0.05 | DFT passes |
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| random formula (before 11-01) | 0 | 3713 | 696 |
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| surprise (before 11-01) | 0 | 1681 | 101 | 71 | 0.115 | 13 | 3 |
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| substitution | 199 | 265 | 69 |
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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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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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**Cite:** the three NOMAD uploads (102 calculations) form a frozen snapshot with DOI
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[10.17172/nomad.5gmq-24hf](https://doi.org/10.17172/nomad.5gmq-24hf). This repository keeps changing; the DOI does not.
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## 2026-11-10: first candidate through every check
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**#2571 BaCdGePd2** (P4/nmm, generated 2026-10-03 from a `surprise` prompt, where the model picks the formula itself) is the first candidate to
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pass every step we run:
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- DFT (PBE): 0.003 eV/atom above the hull built from 1,281 Alexandria entries in Ba-Cd-Ge-Pd; the nearest
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competing mix is BaGePd + CdPd. That is inside normal PBE error, so read it as "on the hull, within noise",
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not "stable".
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- Phonons: no imaginary modes (2x2x1 supercell, 40 atoms, 10 displacements, 78 h).
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- Prior art: no report of the composition in 27 databases and paper indexes that answered on 2026-11-10
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(AFLOW, CMR, MPDD, MPOD and Matterverse did not respond).
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What this does not show: that BaCdGePd2 can be made, that this is its lowest-energy structure (only the
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generated structure was tested), or anything about behaviour above 0 K. It is a prediction worth a synthesis
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attempt, nothing more. #1856 SrCaCdP2 also passed DFT and phonons, but OQMD, GNoME and NOMAD already list it,
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so it is an independent check of an existing prediction.
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## 2026-11-03: stricter novelty rule
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A candidate now counts as new only if its **composition** has not been reported anywhere we check, in any
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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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| prompt mode | skipped as already known | structures | new | ML hull checked | median e_hull (eV/atom) | within 0.05 | DFT passes |
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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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