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Browse files
README.md
CHANGED
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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-
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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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@@ -46,9 +46,9 @@ 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 |
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| Kept as "discoveries" (stable by ML, and the composition is not reported in any database or paper we check) |
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| ML hull check finished |
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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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@@ -61,16 +61,16 @@ New rows need a few nights of hull checks before their numbers mean much.
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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 |
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| surprise (before 11-01) | 0 | 1681 |
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| substitution |
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| surprise |
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| random |
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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
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Novelty at generation time: skipped
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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 2026-11-05. 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 | 5692 |
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| Kept as "discoveries" (stable by ML, and the composition is not reported in any database or paper we check) | 860 |
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| ML hull check finished | 509 |
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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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| 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 | 698 | 455 | 0.395 | 0 | 0 |
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| surprise (before 11-01) | 0 | 1681 | 101 | 53 | 0.141 | 6 | 2 |
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| substitution | 97 | 162 | 42 | 1 | 0.178 | 0 | 0 |
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| surprise | 89 | 58 | 4 | 0 | - | 0 | 0 |
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| random | 55 | 53 | 15 | 0 | - | 0 | 0 |
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| control | 0 | 15 | 0 | 0 | - | 0 | 0 |
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| human | 0 | 10 | 0 | 0 | - | 0 | 0 |
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ML verdicts: unstable 2059, rock solid 1417, plausible 1283, borderline 760, falls apart 173.
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Novelty at generation time: skipped 2992, known 973, known composition 862, new composition 860, 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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