Source

ctheodoris/Geneformer: README.md

1f7fbae4e469a5f4f1af8c111a529cfe1b3829f5

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1 model
4 evidence claims

Claims

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Geneformer: description: Description Geneformer represents single-cell transcriptomes as ranked genes and learns contextual gene and cell representations. (Reviewed profile summary (2026-09-16): evidence-official-d3d9afa5c6172982ed01, evidence-official-f60303c5eaa60ed9c77a: README.md: Model Description, pretrained model list, Application, Installation and licence frontmatter)
Geneformer: family Geneformer: Family Geneformer (Downstream cell-label classification comparison; Table 3 and Geneformer comparison methods)
Geneformer: family Geneformer: Family Geneformer (Section on zero-shot cell type identification and Table 2; Geneformer reference Genecorpus-30M)
Geneformer: family Geneformer: Family Geneformer (Cell-type annotation methods; Table 1 Geneformer columns (some results explicitly quoted from GenePT))

Models, benchmarks and other records

Models (1)

Geneformer

Evidence

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Evidence table

Inspect claims, sources and review details

Trace each statement to its source and review. A context-only reference supports the record generally; it does not verify an individual field. Source checking does not reproduce an experiment.

One row per statement and cited source. Multiple citations are not independent evaluations. Shared locators are labelled explicitly.

18 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-11-02-a7f03c9e55a5
Property and statement	Original source and location	Review and provenance
Artifact format original_artifact Source metadata	ctheodoris/Geneformer: README.md Original source ↗ No field-specific location recorded Version: 1f7fbae4e469a5f4f1af8c111a529cfe1b3829f5 Retrieved: 2026-09-16T19:46:20.640731+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.artifact_format` Source artifact SHA-256: `56d6e570b349cbedae9a54634421c94e7af8ea467ce0fdd79193372ae3cbdbd8` Hash scope: SHA-256 of retrieved original artifact bytes Format: original_artifact Inspected artifact
Artifact SHA-256 56d6e570b349cbedae9a54634421c94e7af8ea467ce0fdd79193372ae3cbdbd8 Source metadata	ctheodoris/Geneformer: README.md Original source ↗ No field-specific location recorded Version: 1f7fbae4e469a5f4f1af8c111a529cfe1b3829f5 Retrieved: 2026-09-16T19:46:20.640731+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.artifact_sha256` Source artifact SHA-256: `56d6e570b349cbedae9a54634421c94e7af8ea467ce0fdd79193372ae3cbdbd8` Hash scope: SHA-256 of retrieved original artifact bytes Format: original_artifact Inspected artifact
Artifact url https://huggingface.co/ctheodoris/Geneformer/blob/1f7fbae4e469a5f4f1af8c111a529cfe1b3829f5/README.md Source metadata	ctheodoris/Geneformer: README.md Original source ↗ No field-specific location recorded Version: 1f7fbae4e469a5f4f1af8c111a529cfe1b3829f5 Retrieved: 2026-09-16T19:46:20.640731+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.artifact_url` Source artifact SHA-256: `56d6e570b349cbedae9a54634421c94e7af8ea467ce0fdd79193372ae3cbdbd8` Hash scope: SHA-256 of retrieved original artifact bytes Format: original_artifact Inspected artifact
Hash scope SHA-256 of retrieved original artifact bytes Source metadata	ctheodoris/Geneformer: README.md Original source ↗ No field-specific location recorded Version: 1f7fbae4e469a5f4f1af8c111a529cfe1b3829f5 Retrieved: 2026-09-16T19:46:20.640731+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.hash_scope` Source artifact SHA-256: `56d6e570b349cbedae9a54634421c94e7af8ea467ce0fdd79193372ae3cbdbd8` Hash scope: SHA-256 of retrieved original artifact bytes Format: original_artifact Inspected artifact
Retrieval note Direct source retrieval Source metadata	ctheodoris/Geneformer: README.md Original source ↗ No field-specific location recorded Version: 1f7fbae4e469a5f4f1af8c111a529cfe1b3829f5 Retrieved: 2026-09-16T19:46:20.640731+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.retrieval_note` Source artifact SHA-256: `56d6e570b349cbedae9a54634421c94e7af8ea467ce0fdd79193372ae3cbdbd8` Hash scope: SHA-256 of retrieved original artifact bytes Format: original_artifact Inspected artifact
Retrieved at 2026-09-16T19:46:20.640731+00:00 Source metadata	ctheodoris/Geneformer: README.md Original source ↗ No field-specific location recorded Version: 1f7fbae4e469a5f4f1af8c111a529cfe1b3829f5 Retrieved: 2026-09-16T19:46:20.640731+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.retrieved_at` Source artifact SHA-256: `56d6e570b349cbedae9a54634421c94e7af8ea467ce0fdd79193372ae3cbdbd8` Hash scope: SHA-256 of retrieved original artifact bytes Format: original_artifact Inspected artifact
Review method 1 values automated-source-review Source metadata	ctheodoris/Geneformer: README.md Original source ↗ No field-specific location recorded Version: 1f7fbae4e469a5f4f1af8c111a529cfe1b3829f5 Retrieved: 2026-09-16T19:46:20.640731+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.review.method` Source artifact SHA-256: `56d6e570b349cbedae9a54634421c94e7af8ea467ce0fdd79193372ae3cbdbd8` Hash scope: SHA-256 of retrieved original artifact bytes Format: original_artifact Inspected artifact
Review: scope Only cited profile claims; no numerical performance result added or independently reproduced. Source metadata	ctheodoris/Geneformer: README.md Original source ↗ No field-specific location recorded Version: 1f7fbae4e469a5f4f1af8c111a529cfe1b3829f5 Retrieved: 2026-09-16T19:46:20.640731+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.review.scope` Source artifact SHA-256: `56d6e570b349cbedae9a54634421c94e7af8ea467ce0fdd79193372ae3cbdbd8` Hash scope: SHA-256 of retrieved original artifact bytes Format: original_artifact Inspected artifact
Source location README.md Source metadata	ctheodoris/Geneformer: README.md Original source ↗ No field-specific location recorded Version: 1f7fbae4e469a5f4f1af8c111a529cfe1b3829f5 Retrieved: 2026-09-16T19:46:20.640731+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.source_locator` Source artifact SHA-256: `56d6e570b349cbedae9a54634421c94e7af8ea467ce0fdd79193372ae3cbdbd8` Hash scope: SHA-256 of retrieved original artifact bytes Format: original_artifact Inspected artifact
Url https://huggingface.co/ctheodoris/Geneformer/blob/1f7fbae4e469a5f4f1af8c111a529cfe1b3829f5/README.md Source metadata	ctheodoris/Geneformer: README.md Original source ↗ No field-specific location recorded Version: 1f7fbae4e469a5f4f1af8c111a529cfe1b3829f5 Retrieved: 2026-09-16T19:46:20.640731+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.url` Source artifact SHA-256: `56d6e570b349cbedae9a54634421c94e7af8ea467ce0fdd79193372ae3cbdbd8` Hash scope: SHA-256 of retrieved original artifact bytes Format: original_artifact Inspected artifact

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Release 2026-11-02-a7f03c9e55a5 · Record review: source checked

Primary-source artifact retrieved for field-level model-profile review. Source inspection is not independent model reproduction.

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Technical metadata and extraction receipts

Stable ID: evidence-official-d3d9afa5c6172982ed01

url: https://huggingface.co/ctheodoris/Geneformer/blob/1f7fbae4e469a5f4f1af8c111a529cfe1b3829f5/README.md
artifact url: https://huggingface.co/ctheodoris/Geneformer/blob/1f7fbae4e469a5f4f1af8c111a529cfe1b3829f5/README.md
version: 1f7fbae4e469a5f4f1af8c111a529cfe1b3829f5
retrieved at: 2026-09-16T19:46:20.640731+00:00
artifact sha256: 56d6e570b349cbedae9a54634421c94e7af8ea467ce0fdd79193372ae3cbdbd8
artifact format: original_artifact
hash scope: SHA-256 of retrieved original artifact bytes
retrieval note: Direct source retrieval
source locator: README.md
review: method: automated-source-review; scope: Only cited profile claims; no numerical performance result added or independently reproduced.

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