evaluation · needs review
scGPT + residual geometry: gene-regulatory signal prediction
Evaluation procedure
Asymmetric extraction, PCA-64 centered cosine geometry added to scGPT baseline
- Model
- scGPT + residual geometry
- Benchmark
- gene-regulatory signal prediction
- Dataset
- immune tissue
- origin
- Author-reported evaluation
- configuration
- Not reported
- protocol id
- Not reported
- dataset version
- Not reported
- split
- Not reported
- population
- Not reported
- inputs
- Not reported
- adaptation
- Not reported
- metric implementation
- Not reported
- aggregation
- Not reported
- budget
- Not reported
Metadata review: needs review. Unreported conditions prevent automatic comparisons.
Evaluation results
Release 2026-09-16-d74d282221a9 · 1 evaluation · 1 metric row. Different protocols are not a single leaderboard.
| Metric and finding | Coverage and uncertainty | Evidence |
|---|---|---|
| scGPT + residual geometry: gene-regulatory signal prediction Model: scGPT + residual geometry · Benchmark: gene-regulatory signal prediction · Dataset: immune tissue Asymmetric extraction, PCA-64 centered cosine geometry added to scGPT baseline Author-reported evaluation · Evaluation metadata: needs review | ||
| 0.677 AUROC Unit: fraction · Direction: unknown | Uncertainty: not reported in legacy extract Scored: Not reported · Eligible: Not reported | source checkedResidual-stream geometry of single-cell foundation models carries incremental gene-regulatory signal across tissues · Table 4, Immune row, scGPT > +geom AUROC column Source checking is not independent reproduction. |
Sources and history
Release 2026-09-16-d74d282221a9 · Record review: needs review
- Residual-stream geometry of single-cell foundation models carries incremental gene-regulatory signal across tissues · Original source · version of record
Technical metadata and extraction receipts
Stable ID: evaluation-lit-b4-013
- areas
- cells-tissues
- tasks
- gene-regulatory signal prediction
- origin
- author_reported
- protocol
- Asymmetric extraction, PCA-64 centered cosine geometry added to scGPT baseline
- version
- Not reported
- comparison
- protocol id: Not reported; dataset version: Not reported; split: Not reported; population: Not reported; inputs: Not reported; adaptation: Not reported; metric implementation: Not reported; aggregation: Not reported; budget: Not reported
- missing metadata
- model version: not_reported_in_legacy_extract; dataset version: not_reported_in_legacy_extract; split: not_reported_in_legacy_extract
Related records
- model: scGPT + residual geometry
- benchmark: gene-regulatory signal prediction
- dataset: immune tissue
- evaluation: scGPT + residual geometry · AUROC · immune tissue