rewirebio.iobenchmarks
Evidence claim

scGPT + residual geometry: description

Description of scGPT + residual geometry

Adds geometric features of the scGPT residual stream, including centred cosine similarity between gene vectors and PCA projections, to an expression baseline for predicting transcription-factor-target links.

Replace a placeholder description with a sourced functional description (issue #88). Historical releases retain the original value.

Evidence

Source checking verifies the cited claim or transcription. It does not establish independent reproduction.

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.

14 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-11-02-a7f03c9e55a5
Property and statementOriginal source and locationReview and provenance
Claimed field
description
Context-only references
bowang-lab/scGPT README.md

Original source ↗

Reviewed profile (2026-09-16): summary at Results/Residual-stream geometry carries regulatory signal beyond expression confounds (paragraph 1); Background (paragraph 7); architecture fact at Methods/Geometric feature extraction (paragraph 2); Results/Residual-stream geometry carries regulatory signal beyond expression confounds (paragraph 1); description text also read at Abstract/Results; Results (per-feature comparison table)

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: cebd6fae655b9c585a4807daa3ac31bb764f06b4
Retrieved: 2026-09-16T20:00:00.816587+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.field

Source artifact SHA-256: b0503e8ca789f19f1fc2350c5aaf57b1b323bbae43b354655231b5f4a1586c83

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Claimed field
description
Context-only references
Residual-stream geometry of single-cell foundation models carries incremental gene-regulatory signal across tissues

Original source ↗

Reviewed profile (2026-09-16): summary at Results/Residual-stream geometry carries regulatory signal beyond expression confounds (paragraph 1); Background (paragraph 7); architecture fact at Methods/Geometric feature extraction (paragraph 2); Results/Residual-stream geometry carries regulatory signal beyond expression confounds (paragraph 1); description text also read at Abstract/Results; Results (per-feature comparison table)

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: version of record
Retrieved: 2026-09-16T10:41:06Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.field

Source artifact SHA-256: 77546faec51cfb5c78b73c5943f940c4e0097d130b1ddde4ab8287b507b36df6

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Previous value
Identity as reported in this paper. Unspecified versions are not assumed equivalent to other papers.
Context-only references
bowang-lab/scGPT README.md

Original source ↗

Reviewed profile (2026-09-16): summary at Results/Residual-stream geometry carries regulatory signal beyond expression confounds (paragraph 1); Background (paragraph 7); architecture fact at Methods/Geometric feature extraction (paragraph 2); Results/Residual-stream geometry carries regulatory signal beyond expression confounds (paragraph 1); description text also read at Abstract/Results; Results (per-feature comparison table)

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: cebd6fae655b9c585a4807daa3ac31bb764f06b4
Retrieved: 2026-09-16T20:00:00.816587+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.previous_value

Source artifact SHA-256: b0503e8ca789f19f1fc2350c5aaf57b1b323bbae43b354655231b5f4a1586c83

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Previous value
Identity as reported in this paper. Unspecified versions are not assumed equivalent to other papers.
Context-only references
Residual-stream geometry of single-cell foundation models carries incremental gene-regulatory signal across tissues

Original source ↗

Reviewed profile (2026-09-16): summary at Results/Residual-stream geometry carries regulatory signal beyond expression confounds (paragraph 1); Background (paragraph 7); architecture fact at Methods/Geometric feature extraction (paragraph 2); Results/Residual-stream geometry carries regulatory signal beyond expression confounds (paragraph 1); description text also read at Abstract/Results; Results (per-feature comparison table)

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: version of record
Retrieved: 2026-09-16T10:41:06Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.previous_value

Source artifact SHA-256: 77546faec51cfb5c78b73c5943f940c4e0097d130b1ddde4ab8287b507b36df6

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Source location
Reviewed profile (2026-09-16): summary at Results/Residual-stream geometry carries regulatory signal beyond expression confounds (paragraph 1); Background (paragraph 7); architecture fact at Methods/Geometric feature extraction (paragraph 2); Results/Residual-stream geometry carries regulatory signal beyond expression confounds (paragraph 1); description text also read at Abstract/Results; Results (per-feature comparison table)
Context-only references
bowang-lab/scGPT README.md

Original source ↗

Reviewed profile (2026-09-16): summary at Results/Residual-stream geometry carries regulatory signal beyond expression confounds (paragraph 1); Background (paragraph 7); architecture fact at Methods/Geometric feature extraction (paragraph 2); Results/Residual-stream geometry carries regulatory signal beyond expression confounds (paragraph 1); description text also read at Abstract/Results; Results (per-feature comparison table)

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: cebd6fae655b9c585a4807daa3ac31bb764f06b4
Retrieved: 2026-09-16T20:00:00.816587+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.source_locator

Source artifact SHA-256: b0503e8ca789f19f1fc2350c5aaf57b1b323bbae43b354655231b5f4a1586c83

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Source location
Reviewed profile (2026-09-16): summary at Results/Residual-stream geometry carries regulatory signal beyond expression confounds (paragraph 1); Background (paragraph 7); architecture fact at Methods/Geometric feature extraction (paragraph 2); Results/Residual-stream geometry carries regulatory signal beyond expression confounds (paragraph 1); description text also read at Abstract/Results; Results (per-feature comparison table)
Context-only references
Residual-stream geometry of single-cell foundation models carries incremental gene-regulatory signal across tissues

Original source ↗

Reviewed profile (2026-09-16): summary at Results/Residual-stream geometry carries regulatory signal beyond expression confounds (paragraph 1); Background (paragraph 7); architecture fact at Methods/Geometric feature extraction (paragraph 2); Results/Residual-stream geometry carries regulatory signal beyond expression confounds (paragraph 1); description text also read at Abstract/Results; Results (per-feature comparison table)

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: version of record
Retrieved: 2026-09-16T10:41:06Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.source_locator

Source artifact SHA-256: 77546faec51cfb5c78b73c5943f940c4e0097d130b1ddde4ab8287b507b36df6

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Claimed value
Adds geometric features of the scGPT residual stream, including centred cosine similarity between gene vectors and PCA projections, to an expression baseline for predicting transcription-factor-target links.
Context-only references
bowang-lab/scGPT README.md

Original source ↗

Reviewed profile (2026-09-16): summary at Results/Residual-stream geometry carries regulatory signal beyond expression confounds (paragraph 1); Background (paragraph 7); architecture fact at Methods/Geometric feature extraction (paragraph 2); Results/Residual-stream geometry carries regulatory signal beyond expression confounds (paragraph 1); description text also read at Abstract/Results; Results (per-feature comparison table)

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: cebd6fae655b9c585a4807daa3ac31bb764f06b4
Retrieved: 2026-09-16T20:00:00.816587+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.value

Source artifact SHA-256: b0503e8ca789f19f1fc2350c5aaf57b1b323bbae43b354655231b5f4a1586c83

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Claimed value
Adds geometric features of the scGPT residual stream, including centred cosine similarity between gene vectors and PCA projections, to an expression baseline for predicting transcription-factor-target links.
Context-only references
Residual-stream geometry of single-cell foundation models carries incremental gene-regulatory signal across tissues

Original source ↗

Reviewed profile (2026-09-16): summary at Results/Residual-stream geometry carries regulatory signal beyond expression confounds (paragraph 1); Background (paragraph 7); architecture fact at Methods/Geometric feature extraction (paragraph 2); Results/Residual-stream geometry carries regulatory signal beyond expression confounds (paragraph 1); description text also read at Abstract/Results; Results (per-feature comparison table)

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: version of record
Retrieved: 2026-09-16T10:41:06Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.value

Source artifact SHA-256: 77546faec51cfb5c78b73c5943f940c4e0097d130b1ddde4ab8287b507b36df6

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Description
Replace a placeholder description with a sourced functional description (issue #88). Historical releases retain the original value.
Context-only references
bowang-lab/scGPT README.md

Original source ↗

Reviewed profile (2026-09-16): summary at Results/Residual-stream geometry carries regulatory signal beyond expression confounds (paragraph 1); Background (paragraph 7); architecture fact at Methods/Geometric feature extraction (paragraph 2); Results/Residual-stream geometry carries regulatory signal beyond expression confounds (paragraph 1); description text also read at Abstract/Results; Results (per-feature comparison table)

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: cebd6fae655b9c585a4807daa3ac31bb764f06b4
Retrieved: 2026-09-16T20:00:00.816587+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: description

Source artifact SHA-256: b0503e8ca789f19f1fc2350c5aaf57b1b323bbae43b354655231b5f4a1586c83

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Description
Replace a placeholder description with a sourced functional description (issue #88). Historical releases retain the original value.
Context-only references
Residual-stream geometry of single-cell foundation models carries incremental gene-regulatory signal across tissues

Original source ↗

Reviewed profile (2026-09-16): summary at Results/Residual-stream geometry carries regulatory signal beyond expression confounds (paragraph 1); Background (paragraph 7); architecture fact at Methods/Geometric feature extraction (paragraph 2); Results/Residual-stream geometry carries regulatory signal beyond expression confounds (paragraph 1); description text also read at Abstract/Results; Results (per-feature comparison table)

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: version of record
Retrieved: 2026-09-16T10:41:06Z

not individually reviewed

No individual claim review recorded

Audit details

Field: description

Source artifact SHA-256: 77546faec51cfb5c78b73c5943f940c4e0097d130b1ddde4ab8287b507b36df6

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

How to read the evidence

Sources and history

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

2 source records and release historyDownload this release (gzip)
Technical metadata and extraction receipts

Stable ID: metadata-correction-1c5a72892c11a1e942b2

areas
cells-tissues
field
description
previous value
Identity as reported in this paper. Unspecified versions are not assumed equivalent to other papers.
value
Adds geometric features of the scGPT residual stream, including centred cosine similarity between gene vectors and PCA projections, to an expression baseline for predicting transcription-factor-target links.
source locator
Reviewed profile (2026-09-16): summary at Results/Residual-stream geometry carries regulatory signal beyond expression confounds (paragraph 1); Background (paragraph 7); architecture fact at Methods/Geometric feature extraction (paragraph 2); Results/Residual-stream geometry carries regulatory signal beyond expression confounds (paragraph 1); description text also read at Abstract/Results; Results (per-feature comparison table)
review
method: automated-source-review; ai-assisted-source-review; reviewer: claude; reviewer note: Extractor: Claude integrator agent for issue #88. Reviewer: a separate Claude review agent, independent of the extractor; no human review claimed.; date: 2026-10-11; method note: Compared the store diff with origin/main, read each new description against its cited source passage and checked the licence of each new source record.; note: Approved. Checked all 11 scTab and MPRabc method descriptions against PMC11298532 and PMC13232518, and Lazypipe-nt, scaLR, CATHe2, DiffDock-NMDN, PC-mer and Hi-Enhancer against their papers; all match. The other pipeline descriptions are consistent with their pinned papers.; receipt: data/omics/qa-descriptions-20261011-c/review.json
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