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benchmark · task

cell-type annotation

This paper-specific evaluation tests cell-type annotation using non-immune cells.

1 evaluations · 1 metric rows

At a glance

Explanatory profile: limited source coverage · Automated source review, 2026-09-16. This does not change the review status of its results.

Data, procedure and scoring
PropertyDescription and evidence
Record typePaper-specific task; protocol incompletely extractedGREmLN: A Cellular Graph Structure Aware Transcriptomics Foundation Model · Table 2, Cell type annotation(zero-shot), Non-immune cells, F1 row, GREmLN column
Inputsnon-immune cellsGREmLN: A Cellular Graph Structure Aware Transcriptomics Foundation Model · Table 2, Cell type annotation(zero-shot), Non-immune cells, F1 row, GREmLN column
AssessmentF1GREmLN: A Cellular Graph Structure Aware Transcriptomics Foundation Model · Table 2, Cell type annotation(zero-shot), Non-immune cells, F1 row, GREmLN column
Recorded split or evaluation settingzero-shotGREmLN: A Cellular Graph Structure Aware Transcriptomics Foundation Model · Table 2, Cell type annotation(zero-shot), Non-immune cells, F1 row, GREmLN column
DatasetsNot extracted or verified for this record.
OrganismsNot extracted or verified for this record.
AssaysNot extracted or verified for this record.
AdaptationNot extracted or verified for this record.
BaselinesNot extracted or verified for this record.

How it works

Reported evaluation outline

Outline of the existing paper extraction. Split membership, fitting details and scorer implementation remain incompletely reviewed.

Reported evaluation outlinenon-immune cells. Then: Recorded fitting or scoring procedure. Then: Assess F1non-immune cellsRecorded fitting or scoringprocedureAssess F1
Read the diagram as text
  1. non-immune cells
  2. Recorded fitting or scoring procedure
  3. Assess F1
GREmLN: A Cellular Graph Structure Aware Transcriptomics Foundation Model · Table 2, Cell type annotation(zero-shot), Non-immune cells, F1 row, GREmLN column

Evaluation context

The existing paper extraction describes: Zero-shot cell-type annotation using pre-trained cellular graph foundation model. This description is retained with the exact evaluation records; it is not a new protocol reconstruction.

GREmLN: A Cellular Graph Structure Aware Transcriptomics Foundation Model · Table 2, Cell type annotation(zero-shot), Non-immune cells, F1 row, GREmLN column

Tested models and results

Release 2026-09-16-d74d282221a9 · 1 evaluation · 1 metric row. Different protocols are not a single leaderboard.

Results grouped by the exact reported evaluation
Metric and findingCoverage and uncertaintyEvidence
GREmLN: cell-type annotation

Zero-shot cell-type annotation using pre-trained cellular graph foundation model

Author-reported evaluation · Evaluation metadata: needs review

0.937 F1

Unit: fraction · Direction: unknown

Uncertainty: not reported in legacy extract

Scored: Not reported · Eligible: Not reported

source checkedGREmLN: A Cellular Graph Structure Aware Transcriptomics Foundation Model · Table 2, Cell type annotation(zero-shot), Non-immune cells, F1 row, GREmLN column

Source checking is not independent reproduction.

Strengths and limitations

Profile review details

Catalogue extraction inspected; protocol claims remain limited to the cited evidence. Missing details are not presumed absent from the original paper.

Stable record: reported-task-6312c8a7ac045e

Sources and history

Release 2026-09-16-d74d282221a9 · Record review: needs review

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Technical metadata and extraction receipts

Stable ID: reported-task-6312c8a7ac045e

areas
cells-tissues
tasks
cell-type annotation
entity level
task
version
Not reported
task
cell-type annotation
scope note
Paper-specific evaluation task; protocol completeness requires further extraction.
missing metadata
protocol version: not_reported_in_legacy_extract
Related records

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