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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), 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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@@ -46,11 +46,11 @@ 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) |
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### How the prompts were chosen, and how each way does
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On 2026-11-01 the autopilot switched from random formulas to mostly substitution-based prompts (see METHODS.md).
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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 | 696 |
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| surprise (before 11-01) | 0 | 1681 | 101 |
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| substitution |
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| random |
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| surprise |
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| control | 0 |
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| human | 0 | 10 | 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 2026-11-07. 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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| | count |
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|---|---|
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| Structures generated | 5815 |
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| Kept as "discoveries" (stable by ML, and the composition is not reported in any database or paper we check) | 887 |
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| ML hull check finished | 560 |
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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) | 10 (2 / 2 / 6) |
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### How the prompts were chosen, and how each way does
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On 2026-11-01 the autopilot switched from random formulas to mostly substitution-based prompts (see METHODS.md).
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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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|---|---|---|---|---|---|---|---|
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| random formula (before 11-01) | 0 | 3713 | 696 | 463 | 0.4 | 0 | 0 |
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| surprise (before 11-01) | 0 | 1681 | 101 | 56 | 0.131 | 7 | 2 |
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| substitution | 183 | 250 | 63 | 39 | 0.199 | 0 | 0 |
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| random | 83 | 75 | 20 | 1 | 0.762 | 0 | 0 |
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| surprise | 138 | 61 | 7 | 1 | 0.052 | 0 | 0 |
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| control | 0 | 25 | 0 | 0 | - | 0 | 0 |
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| human | 0 | 10 | 0 | 0 | - | 0 | 0 |
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ML verdicts: unstable 2101, rock solid 1456, plausible 1302, borderline 775, falls apart 181.
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Novelty at generation time: skipped 3057, known 976, known composition 890, new composition 887, 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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