Datasets:
DOI:
License:
v1 final: nothing left for a later revision to fill
Browse filesThe card carried two placeholders only the DOI and arXiv could fill, and a DOI cannot be printed on the revision it names. The citation now reads complete without either -- the paper, the dataset, the tag -- and says the DOI is on the page beside the tag. REBUILD.md is dated 6 November and records that the clean run was repeated after the dataset repository became an environment variable.
- README.md +10 -5
- REBUILD.md +5 -2
README.md
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@@ -10,9 +10,9 @@ Calibrated concept profiles for **OpenCoder-1.5B-Base**, read on 169 Python cons
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the artefacts every figure and table of two papers reads:
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* **"Calibrated Concept Profiles: Making the Reading of a Model's Neurons a Measurement"**
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(Wilam, 2026
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* **"Representational Drift in a Code Model: Behaviour Settles, Which Neurons Carry It Does
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Not"** (Wilam, 2026
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Its code: `piotrwilam/AtlasRepresentationalDrift`.
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`MANIFEST_PAPER1.md` and `MANIFEST_PAPER2.md` below are named for the first and the second of
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## Citing
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Cite **the paper that owns this dataset and the DOI together with the tag** — the method
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paper, named above. The dataset is its instrument and its realisation on OpenCoder; the
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second paper reads it.
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>
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> Measurement.*
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A Hugging Face DOI is assigned **to the revision it is generated on**, so a later version takes
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a new DOI and the earlier one is marked outdated. Name the tag as well as the DOI: the tag says
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the artefacts every figure and table of two papers reads:
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* **"Calibrated Concept Profiles: Making the Reading of a Model's Neurons a Measurement"**
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(Wilam, 2026) — the method. Its code: `piotrwilam/AtlasCalibratedConceptProfiles`.
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* **"Representational Drift in a Code Model: Behaviour Settles, Which Neurons Carry It Does
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Not"** (Wilam, 2026) — the finding, read with that instrument on this dataset.
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Its code: `piotrwilam/AtlasRepresentationalDrift`.
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`MANIFEST_PAPER1.md` and `MANIFEST_PAPER2.md` below are named for the first and the second of
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## Citing
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+
Cite **the paper that owns this dataset, and the DOI together with the tag** — the method
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paper, named above. The dataset is its instrument and its realisation on OpenCoder; the
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second paper reads it.
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> Wilam, P. (2026). *Calibrated Concept Profiles: Making the Reading of a Model's Neurons a
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> Measurement.* Dataset: AtlasOpenCoder, tag `v1`.
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**The DOI is shown on this page, above the file list, and belongs in the citation beside the
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tag.** It is not repeated here: a DOI names the revision it was minted on, so a card cannot
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carry its own without pointing at a later revision than the one the DOI names. The paper's
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arXiv identifier is in the paper's own listing.
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A Hugging Face DOI is assigned **to the revision it is generated on**, so a later version takes
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a new DOI and the earlier one is marked outdated. Name the tag as well as the DOI: the tag says
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REBUILD.md
CHANGED
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Checked by running each script in a clean directory containing only this dataset and the two
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code repositories, with `ATLAS_DATA` pointing here and no other access.
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**The last run:
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the tag into an empty `ATLAS_DATA`, a new virtual environment built from the tool
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repository's own `pyproject.toml`, and an empty Hugging Face cache — so nothing was served
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from a machine that had seen the data before.
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**The versions it ran under**, because byte-identical output is version-sensitive and
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matplotlib changes its rendering between minor releases: Python 3.12.13, numpy 2.5.4,
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Checked by running each script in a clean directory containing only this dataset and the two
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code repositories, with `ATLAS_DATA` pointing here and no other access.
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**The last run: 6 November 2026, at tag `v1`.** Two fresh clones, this dataset downloaded at
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the tag into an empty `ATLAS_DATA`, a new virtual environment built from the tool
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repository's own `pyproject.toml`, and an empty Hugging Face cache — so nothing was served
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from a machine that had seen the data before. The run of 5 November was repeated on 6 November
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after the repository a script fetches from became an environment variable (`ATLAS_DATASET`),
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which touched eighteen released scripts: all 106 still import, the seven that run from the
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release still run, and the nine figures are still byte-identical.
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**The versions it ran under**, because byte-identical output is version-sensitive and
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matplotlib changes its rendering between minor releases: Python 3.12.13, numpy 2.5.4,
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