Protocol

Cross-atlas annotation transfer, HLCA to Tabula Sapiens, 14 shared cell types (Wu et al. 2025 Table S3)

Classifier trained on the HLCA reference applied to all Tabula Sapiens cells of the 14 cell types shared by both atlases.

23 evaluations · 46 results

Overview

Classifier trained on the HLCA reference applied to all Tabula Sapiens cells of the 14 cell types shared by both atlases.

Consult the linked sources for architecture or protocol details. Missing evidence is not evidence of a missing capability.

23 recorded evaluations, 46 metric rows. A comparison chart has not yet been validated for these results. The table retains the individual findings and their sources.

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Results

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All evaluations

23 evaluations · 46 results. Different protocols are not a single leaderboard.

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Tested model or methodProtocolDatasetEvaluation setupMetricEvidence origin

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Exact evaluated configurations and original reported results
Tested configuration	Protocol and dataset	Finding	Evidence and details
Configuration: Ensemble Geneformer + LangCell (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, HLCA to Tabula Sapiens, 14 shared cell types (Wu et al. 2025 Table S3) Dataset: Tabula Sapiens (CELLxGENE), 120 leaf cell types after processing	0.814 top-1-accuracy fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source Geneformer + LangCell: HLCA to Tabula Sapiens transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-hlca-to-ts Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S3, cell B18, row 'Geneformer + LangCell', column 'Accuracy@1'
Configuration: Ensemble Geneformer + LangCell (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, HLCA to Tabula Sapiens, 14 shared cell types (Wu et al. 2025 Table S3) Dataset: Tabula Sapiens (CELLxGENE), 120 leaf cell types after processing	0.285 macro-f1 fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source Geneformer + LangCell: HLCA to Tabula Sapiens transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-hlca-to-ts Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S3, cell C18, row 'Geneformer + LangCell', column 'Macro-F1'
Configuration: Ensemble Geneformer + scCello (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, HLCA to Tabula Sapiens, 14 shared cell types (Wu et al. 2025 Table S3) Dataset: Tabula Sapiens (CELLxGENE), 120 leaf cell types after processing	0.828 top-1-accuracy fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source Geneformer + scCello: HLCA to Tabula Sapiens transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-hlca-to-ts Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S3, cell B24, row 'Geneformer + scCello', column 'Accuracy@1'
Configuration: Ensemble Geneformer + scCello (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, HLCA to Tabula Sapiens, 14 shared cell types (Wu et al. 2025 Table S3) Dataset: Tabula Sapiens (CELLxGENE), 120 leaf cell types after processing	0.288 macro-f1 fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source Geneformer + scCello: HLCA to Tabula Sapiens transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-hlca-to-ts Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S3, cell C24, row 'Geneformer + scCello', column 'Macro-F1'
Configuration: Ensemble Geneformer + scFoundation (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, HLCA to Tabula Sapiens, 14 shared cell types (Wu et al. 2025 Table S3) Dataset: Tabula Sapiens (CELLxGENE), 120 leaf cell types after processing	0.816 top-1-accuracy fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source Geneformer + scFoundation: HLCA to Tabula Sapiens transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-hlca-to-ts Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S3, cell B19, row 'Geneformer + scFoundation', column 'Accuracy@1'
Configuration: Ensemble Geneformer + scFoundation (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, HLCA to Tabula Sapiens, 14 shared cell types (Wu et al. 2025 Table S3) Dataset: Tabula Sapiens (CELLxGENE), 120 leaf cell types after processing	0.281 macro-f1 fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source Geneformer + scFoundation: HLCA to Tabula Sapiens transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-hlca-to-ts Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S3, cell C19, row 'Geneformer + scFoundation', column 'Macro-F1'
Configuration: Ensemble Geneformer + scGPT (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, HLCA to Tabula Sapiens, 14 shared cell types (Wu et al. 2025 Table S3) Dataset: Tabula Sapiens (CELLxGENE), 120 leaf cell types after processing	0.816 top-1-accuracy fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source Geneformer + scGPT: HLCA to Tabula Sapiens transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-hlca-to-ts Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S3, cell B20, row 'Geneformer + scGPT', column 'Accuracy@1'
Configuration: Ensemble Geneformer + scGPT (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, HLCA to Tabula Sapiens, 14 shared cell types (Wu et al. 2025 Table S3) Dataset: Tabula Sapiens (CELLxGENE), 120 leaf cell types after processing	0.285 macro-f1 fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source Geneformer + scGPT: HLCA to Tabula Sapiens transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-hlca-to-ts Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S3, cell C20, row 'Geneformer + scGPT', column 'Macro-F1'
Configuration: Ensemble Geneformer + UCE (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, HLCA to Tabula Sapiens, 14 shared cell types (Wu et al. 2025 Table S3) Dataset: Tabula Sapiens (CELLxGENE), 120 leaf cell types after processing	0.824 top-1-accuracy fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source Geneformer + UCE: HLCA to Tabula Sapiens transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-hlca-to-ts Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S3, cell B22, row 'Geneformer + UCE', column 'Accuracy@1'
Configuration: Ensemble Geneformer + UCE (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, HLCA to Tabula Sapiens, 14 shared cell types (Wu et al. 2025 Table S3) Dataset: Tabula Sapiens (CELLxGENE), 120 leaf cell types after processing	0.29 macro-f1 fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source Geneformer + UCE: HLCA to Tabula Sapiens transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-hlca-to-ts Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S3, cell C22, row 'Geneformer + UCE', column 'Macro-F1'
Configuration: Ensemble LangCell + scCello (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, HLCA to Tabula Sapiens, 14 shared cell types (Wu et al. 2025 Table S3) Dataset: Tabula Sapiens (CELLxGENE), 120 leaf cell types after processing	0.818 top-1-accuracy fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source LangCell + scCello: HLCA to Tabula Sapiens transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-hlca-to-ts Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S3, cell B21, row 'LangCell + scCello', column 'Accuracy@1'
Configuration: Ensemble LangCell + scCello (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, HLCA to Tabula Sapiens, 14 shared cell types (Wu et al. 2025 Table S3) Dataset: Tabula Sapiens (CELLxGENE), 120 leaf cell types after processing	0.277 macro-f1 fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source LangCell + scCello: HLCA to Tabula Sapiens transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-hlca-to-ts Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S3, cell C21, row 'LangCell + scCello', column 'Macro-F1'
Configuration: Ensemble LangCell + scFoundation (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, HLCA to Tabula Sapiens, 14 shared cell types (Wu et al. 2025 Table S3) Dataset: Tabula Sapiens (CELLxGENE), 120 leaf cell types after processing	0.79 top-1-accuracy fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source LangCell + scFoundation: HLCA to Tabula Sapiens transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-hlca-to-ts Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S3, cell B13, row 'LangCell + scFoundation', column 'Accuracy@1'
Configuration: Ensemble LangCell + scFoundation (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, HLCA to Tabula Sapiens, 14 shared cell types (Wu et al. 2025 Table S3) Dataset: Tabula Sapiens (CELLxGENE), 120 leaf cell types after processing	0.266 macro-f1 fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source LangCell + scFoundation: HLCA to Tabula Sapiens transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-hlca-to-ts Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S3, cell C13, row 'LangCell + scFoundation', column 'Macro-F1'
Configuration: Ensemble LangCell + scGPT (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, HLCA to Tabula Sapiens, 14 shared cell types (Wu et al. 2025 Table S3) Dataset: Tabula Sapiens (CELLxGENE), 120 leaf cell types after processing	0.769 top-1-accuracy fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source scGPT + LangCell: HLCA to Tabula Sapiens transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-hlca-to-ts Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S3, cell B11, row 'scGPT + LangCell', column 'Accuracy@1'
Configuration: Ensemble LangCell + scGPT (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, HLCA to Tabula Sapiens, 14 shared cell types (Wu et al. 2025 Table S3) Dataset: Tabula Sapiens (CELLxGENE), 120 leaf cell types after processing	0.253 macro-f1 fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source scGPT + LangCell: HLCA to Tabula Sapiens transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-hlca-to-ts Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S3, cell C11, row 'scGPT + LangCell', column 'Macro-F1'
Configuration: Ensemble LangCell + UCE (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, HLCA to Tabula Sapiens, 14 shared cell types (Wu et al. 2025 Table S3) Dataset: Tabula Sapiens (CELLxGENE), 120 leaf cell types after processing	0.808 top-1-accuracy fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source UCE + LangCell: HLCA to Tabula Sapiens transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-hlca-to-ts Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S3, cell B16, row 'UCE + LangCell', column 'Accuracy@1'
Configuration: Ensemble LangCell + UCE (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, HLCA to Tabula Sapiens, 14 shared cell types (Wu et al. 2025 Table S3) Dataset: Tabula Sapiens (CELLxGENE), 120 leaf cell types after processing	0.275 macro-f1 fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source UCE + LangCell: HLCA to Tabula Sapiens transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-hlca-to-ts Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S3, cell C16, row 'UCE + LangCell', column 'Macro-F1'
Configuration: Ensemble Logit aggregation (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, HLCA to Tabula Sapiens, 14 shared cell types (Wu et al. 2025 Table S3) Dataset: Tabula Sapiens (CELLxGENE), 120 leaf cell types after processing	0.82 top-1-accuracy fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source Logit aggregation: HLCA to Tabula Sapiens transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-hlca-to-ts Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S3, cell B27, row 'Logit aggregation', column 'Accuracy@1'
Configuration: Ensemble Logit aggregation (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, HLCA to Tabula Sapiens, 14 shared cell types (Wu et al. 2025 Table S3) Dataset: Tabula Sapiens (CELLxGENE), 120 leaf cell types after processing	0.285 macro-f1 fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source Logit aggregation: HLCA to Tabula Sapiens transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-hlca-to-ts Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S3, cell C27, row 'Logit aggregation', column 'Macro-F1'
Configuration: Ensemble Majority voting (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, HLCA to Tabula Sapiens, 14 shared cell types (Wu et al. 2025 Table S3) Dataset: Tabula Sapiens (CELLxGENE), 120 leaf cell types after processing	0.83 top-1-accuracy fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source Majority voting: HLCA to Tabula Sapiens transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-hlca-to-ts Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S3, cell B28, row 'Majority voting', column 'Accuracy@1'
Configuration: Ensemble Majority voting (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, HLCA to Tabula Sapiens, 14 shared cell types (Wu et al. 2025 Table S3) Dataset: Tabula Sapiens (CELLxGENE), 120 leaf cell types after processing	0.28 macro-f1 fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source Majority voting: HLCA to Tabula Sapiens transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-hlca-to-ts Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S3, cell C28, row 'Majority voting', column 'Macro-F1'
Configuration: Ensemble scCello + scFoundation (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, HLCA to Tabula Sapiens, 14 shared cell types (Wu et al. 2025 Table S3) Dataset: Tabula Sapiens (CELLxGENE), 120 leaf cell types after processing	0.827 top-1-accuracy fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source scFoundation + scCello: HLCA to Tabula Sapiens transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-hlca-to-ts Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S3, cell B23, row 'scFoundation + scCello', column 'Accuracy@1'
Configuration: Ensemble scCello + scFoundation (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, HLCA to Tabula Sapiens, 14 shared cell types (Wu et al. 2025 Table S3) Dataset: Tabula Sapiens (CELLxGENE), 120 leaf cell types after processing	0.286 macro-f1 fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source scFoundation + scCello: HLCA to Tabula Sapiens transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-hlca-to-ts Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S3, cell C23, row 'scFoundation + scCello', column 'Macro-F1'
Configuration: Ensemble scCello + scGPT (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, HLCA to Tabula Sapiens, 14 shared cell types (Wu et al. 2025 Table S3) Dataset: Tabula Sapiens (CELLxGENE), 120 leaf cell types after processing	0.793 top-1-accuracy fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source scGPT + scCello: HLCA to Tabula Sapiens transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-hlca-to-ts Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S3, cell B14, row 'scGPT + scCello', column 'Accuracy@1'

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Biology-driven insights into the power of single-cell foundation models · Original source · Genome Biology 26:334, published 2025-10-03; PMC12492631 full-text XML
Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Original source · 13059_2025_3781_MOESM3_ESM.xlsx (38,926 bytes), as linked from the article XML <supplementary-material id="MOESM3">

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Technical metadata and extraction receipts

Stable ID: cell-type-20261009-protocol-wu2025-hlca-to-ts

areas: cells-tissues
contexts: research
protocol: Zero-shot cell embeddings from each scFM feed an OnClass classifier trained on the HLCA intra-dataset split; the trained model is applied unchanged to every Tabula Sapiens cell of the 14 shared leaf cell types. Accuracy@1 is the share of cells whose top label is correct; macro-F1 averages F1 over cell types. Labels are the atlases' own annotations.
version: Table S3
source locator: Results 'Cross-dataset validation'; Methods 'Batch integration and cell type annotation' paragraph 3; 'Standard benchmarking metrics'
limitations: Atlas annotations are the truth labels; they are not independent of curation choices.; Only the 14 shared cell types are scored; no rejection of unshared types is measured in these tables.; Baselines (logistic regression, scVI, HVG) are reported only in Fig. 3b, not in the tables.; Macro-F1 is much lower than accuracy (0.08-0.28), reflecting poor transfer to rare types (Results).
missing metadata: uncertainty: reason: unreported; note: One run per configuration printed

Related records

uses data: Tabula Sapiens (CELLxGENE), 120 leaf cell types after processing
assessment: Geneformer + LangCell: HLCA to Tabula Sapiens transfer (Wu et al. 2025)
assessment: Geneformer + scCello: HLCA to Tabula Sapiens transfer (Wu et al. 2025)
assessment: Geneformer + scFoundation: HLCA to Tabula Sapiens transfer (Wu et al. 2025)
assessment: Geneformer + scGPT: HLCA to Tabula Sapiens transfer (Wu et al. 2025)
assessment: Geneformer + UCE: HLCA to Tabula Sapiens transfer (Wu et al. 2025)
assessment: LangCell + scCello: HLCA to Tabula Sapiens transfer (Wu et al. 2025)
assessment: LangCell + scFoundation: HLCA to Tabula Sapiens transfer (Wu et al. 2025)
assessment: scGPT + LangCell: HLCA to Tabula Sapiens transfer (Wu et al. 2025)
assessment: UCE + LangCell: HLCA to Tabula Sapiens transfer (Wu et al. 2025)
assessment: Logit aggregation: HLCA to Tabula Sapiens transfer (Wu et al. 2025)
assessment: Majority voting: HLCA to Tabula Sapiens transfer (Wu et al. 2025)
assessment: scFoundation + scCello: HLCA to Tabula Sapiens transfer (Wu et al. 2025)
assessment: scGPT + scCello: HLCA to Tabula Sapiens transfer (Wu et al. 2025)
assessment: UCE + scCello: HLCA to Tabula Sapiens transfer (Wu et al. 2025)
assessment: scGPT + scFoundation: HLCA to Tabula Sapiens transfer (Wu et al. 2025)
assessment: UCE + scFoundation: HLCA to Tabula Sapiens transfer (Wu et al. 2025)
assessment: scGPT + UCE: HLCA to Tabula Sapiens transfer (Wu et al. 2025)
assessment: Geneformer: HLCA to Tabula Sapiens transfer (Wu et al. 2025)
assessment: LangCell: HLCA to Tabula Sapiens transfer (Wu et al. 2025)
assessment: scCello: HLCA to Tabula Sapiens transfer (Wu et al. 2025)
assessment: scFoundation: HLCA to Tabula Sapiens transfer (Wu et al. 2025)
assessment: scGPT: HLCA to Tabula Sapiens transfer (Wu et al. 2025)
assessment: UCE: HLCA to Tabula Sapiens transfer (Wu et al. 2025)
assessed by: Transfer cell-type annotations to a new dataset

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