Protocol

Cross-atlas annotation transfer, Tabula Sapiens to HLCA, 14 shared cell types (Wu et al. 2025 Table S2)

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

23 evaluations · 46 results

Overview

Classifier trained on the Tabula Sapiens reference applied to all HLCA 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

Results are available, but no reviewed comparison panel is linked in this release.

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, Tabula Sapiens to HLCA, 14 shared cell types (Wu et al. 2025 Table S2) Dataset: HLCA core (CELLxGENE), 37 leaf cell types after processing	0.75 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: Tabula Sapiens to HLCA transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-ts-to-hlca Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S2, cell B22, row 'Geneformer + LangCell', column 'Accuracy@1'
Configuration: Ensemble Geneformer + LangCell (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, Tabula Sapiens to HLCA, 14 shared cell types (Wu et al. 2025 Table S2) Dataset: HLCA core (CELLxGENE), 37 leaf cell types after processing	0.162 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: Tabula Sapiens to HLCA transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-ts-to-hlca Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S2, cell C22, row 'Geneformer + LangCell', column 'Macro-F1'
Configuration: Ensemble Geneformer + scCello (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, Tabula Sapiens to HLCA, 14 shared cell types (Wu et al. 2025 Table S2) Dataset: HLCA core (CELLxGENE), 37 leaf cell types after processing	0.76 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: Tabula Sapiens to HLCA transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-ts-to-hlca Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S2, cell B24, row 'Geneformer + scCello', column 'Accuracy@1'
Configuration: Ensemble Geneformer + scCello (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, Tabula Sapiens to HLCA, 14 shared cell types (Wu et al. 2025 Table S2) Dataset: HLCA core (CELLxGENE), 37 leaf cell types after processing	0.164 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: Tabula Sapiens to HLCA transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-ts-to-hlca Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S2, cell C24, row 'Geneformer + scCello', column 'Macro-F1'
Configuration: Ensemble Geneformer + scFoundation (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, Tabula Sapiens to HLCA, 14 shared cell types (Wu et al. 2025 Table S2) Dataset: HLCA core (CELLxGENE), 37 leaf cell types after processing	0.744 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: Tabula Sapiens to HLCA transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-ts-to-hlca Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S2, cell B19, row 'Geneformer + scFoundation', column 'Accuracy@1'
Configuration: Ensemble Geneformer + scFoundation (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, Tabula Sapiens to HLCA, 14 shared cell types (Wu et al. 2025 Table S2) Dataset: HLCA core (CELLxGENE), 37 leaf cell types after processing	0.156 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: Tabula Sapiens to HLCA transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-ts-to-hlca Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S2, cell C19, row 'Geneformer + scFoundation', column 'Macro-F1'
Configuration: Ensemble Geneformer + scGPT (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, Tabula Sapiens to HLCA, 14 shared cell types (Wu et al. 2025 Table S2) Dataset: HLCA core (CELLxGENE), 37 leaf cell types after processing	0.756 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: Tabula Sapiens to HLCA transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-ts-to-hlca Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S2, cell B23, row 'Geneformer + scGPT', column 'Accuracy@1'
Configuration: Ensemble Geneformer + scGPT (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, Tabula Sapiens to HLCA, 14 shared cell types (Wu et al. 2025 Table S2) Dataset: HLCA core (CELLxGENE), 37 leaf cell types after processing	0.161 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: Tabula Sapiens to HLCA transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-ts-to-hlca Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S2, cell C23, row 'Geneformer + scGPT', column 'Macro-F1'
Configuration: Ensemble Geneformer + UCE (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, Tabula Sapiens to HLCA, 14 shared cell types (Wu et al. 2025 Table S2) Dataset: HLCA core (CELLxGENE), 37 leaf cell types after processing	0.747 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: Tabula Sapiens to HLCA transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-ts-to-hlca Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S2, cell B21, row 'Geneformer + UCE', column 'Accuracy@1'
Configuration: Ensemble Geneformer + UCE (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, Tabula Sapiens to HLCA, 14 shared cell types (Wu et al. 2025 Table S2) Dataset: HLCA core (CELLxGENE), 37 leaf cell types after processing	0.161 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: Tabula Sapiens to HLCA transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-ts-to-hlca Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S2, cell C21, row 'Geneformer + UCE', column 'Macro-F1'
Configuration: Ensemble LangCell + scCello (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, Tabula Sapiens to HLCA, 14 shared cell types (Wu et al. 2025 Table S2) Dataset: HLCA core (CELLxGENE), 37 leaf cell types after processing	0.747 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: Tabula Sapiens to HLCA transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-ts-to-hlca Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S2, cell B20, row 'LangCell + scCello', column 'Accuracy@1'
Configuration: Ensemble LangCell + scCello (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, Tabula Sapiens to HLCA, 14 shared cell types (Wu et al. 2025 Table S2) Dataset: HLCA core (CELLxGENE), 37 leaf cell types after processing	0.125 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: Tabula Sapiens to HLCA transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-ts-to-hlca Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S2, cell C20, row 'LangCell + scCello', column 'Macro-F1'
Configuration: Ensemble LangCell + scFoundation (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, Tabula Sapiens to HLCA, 14 shared cell types (Wu et al. 2025 Table S2) Dataset: HLCA core (CELLxGENE), 37 leaf cell types after processing	0.708 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: Tabula Sapiens to HLCA transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-ts-to-hlca Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S2, cell B12, row 'LangCell + scFoundation', column 'Accuracy@1'
Configuration: Ensemble LangCell + scFoundation (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, Tabula Sapiens to HLCA, 14 shared cell types (Wu et al. 2025 Table S2) Dataset: HLCA core (CELLxGENE), 37 leaf cell types after processing	0.111 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: Tabula Sapiens to HLCA transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-ts-to-hlca Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S2, cell C12, row 'LangCell + scFoundation', column 'Macro-F1'
Configuration: Ensemble LangCell + scGPT (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, Tabula Sapiens to HLCA, 14 shared cell types (Wu et al. 2025 Table S2) Dataset: HLCA core (CELLxGENE), 37 leaf cell types after processing	0.719 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: Tabula Sapiens to HLCA transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-ts-to-hlca Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S2, cell B15, row 'scGPT + LangCell', column 'Accuracy@1'
Configuration: Ensemble LangCell + scGPT (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, Tabula Sapiens to HLCA, 14 shared cell types (Wu et al. 2025 Table S2) Dataset: HLCA core (CELLxGENE), 37 leaf cell types after processing	0.112 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: Tabula Sapiens to HLCA transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-ts-to-hlca Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S2, cell C15, row 'scGPT + LangCell', column 'Macro-F1'
Configuration: Ensemble LangCell + UCE (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, Tabula Sapiens to HLCA, 14 shared cell types (Wu et al. 2025 Table S2) Dataset: HLCA core (CELLxGENE), 37 leaf cell types after processing	0.713 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: Tabula Sapiens to HLCA transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-ts-to-hlca Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S2, cell B13, row 'UCE + LangCell', column 'Accuracy@1'
Configuration: Ensemble LangCell + UCE (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, Tabula Sapiens to HLCA, 14 shared cell types (Wu et al. 2025 Table S2) Dataset: HLCA core (CELLxGENE), 37 leaf cell types after processing	0.111 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: Tabula Sapiens to HLCA transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-ts-to-hlca Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S2, cell C13, row 'UCE + LangCell', column 'Macro-F1'
Configuration: Ensemble Logit aggregation (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, Tabula Sapiens to HLCA, 14 shared cell types (Wu et al. 2025 Table S2) Dataset: HLCA core (CELLxGENE), 37 leaf cell types after processing	0.753 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: Tabula Sapiens to HLCA transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-ts-to-hlca Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S2, cell B27, row 'Logit aggregation', column 'Accuracy@1'
Configuration: Ensemble Logit aggregation (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, Tabula Sapiens to HLCA, 14 shared cell types (Wu et al. 2025 Table S2) Dataset: HLCA core (CELLxGENE), 37 leaf cell types after processing	0.163 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: Tabula Sapiens to HLCA transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-ts-to-hlca Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S2, cell C27, row 'Logit aggregation', column 'Macro-F1'
Configuration: Ensemble Majority voting (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, Tabula Sapiens to HLCA, 14 shared cell types (Wu et al. 2025 Table S2) Dataset: HLCA core (CELLxGENE), 37 leaf cell types after processing	0.758 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: Tabula Sapiens to HLCA transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-ts-to-hlca Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S2, cell B28, row 'Majority voting', column 'Accuracy@1'
Configuration: Ensemble Majority voting (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, Tabula Sapiens to HLCA, 14 shared cell types (Wu et al. 2025 Table S2) Dataset: HLCA core (CELLxGENE), 37 leaf cell types after processing	0.119 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: Tabula Sapiens to HLCA transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-ts-to-hlca Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S2, cell C28, row 'Majority voting', column 'Macro-F1'
Configuration: Ensemble scCello + scFoundation (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, Tabula Sapiens to HLCA, 14 shared cell types (Wu et al. 2025 Table S2) Dataset: HLCA core (CELLxGENE), 37 leaf cell types after processing	0.731 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: Tabula Sapiens to HLCA transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-ts-to-hlca Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S2, cell B17, row 'scFoundation + scCello', column 'Accuracy@1'
Configuration: Ensemble scCello + scFoundation (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, Tabula Sapiens to HLCA, 14 shared cell types (Wu et al. 2025 Table S2) Dataset: HLCA core (CELLxGENE), 37 leaf cell types after processing	0.128 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: Tabula Sapiens to HLCA transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-ts-to-hlca Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S2, cell C17, row 'scFoundation + scCello', column 'Macro-F1'
Configuration: Ensemble scCello + scGPT (Wu et al. 2025)	Protocol: Cross-atlas annotation transfer, Tabula Sapiens to HLCA, 14 shared cell types (Wu et al. 2025 Table S2) Dataset: HLCA core (CELLxGENE), 37 leaf cell types after processing	0.775 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: Tabula Sapiens to HLCA transfer (Wu et al. 2025) cell-type-20261009-protocol-wu2025-ts-to-hlca Aggregation: Not reported Wu et al. 2025, Additional file 3 (Supplementary Tables S1-S13) · Table S2, cell B25, 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-ts-to-hlca

areas: cells-tissues
contexts: research
protocol: Zero-shot cell embeddings from each scFM feed an OnClass classifier trained on the Tabula Sapiens intra-dataset split; the trained model is applied unchanged to every HLCA 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 S2
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: HLCA core (CELLxGENE), 37 leaf cell types after processing
subject: accuracy_versus_macro_f1: cell-type-20261009-protocol-wu2025-ts-to-hlca
subject: baseline_gene_overlap: cell-type-20261009-protocol-wu2025-ts-to-hlca
assessment: Geneformer + LangCell: Tabula Sapiens to HLCA transfer (Wu et al. 2025)
assessment: Geneformer + scCello: Tabula Sapiens to HLCA transfer (Wu et al. 2025)
assessment: Geneformer + scFoundation: Tabula Sapiens to HLCA transfer (Wu et al. 2025)
assessment: Geneformer + scGPT: Tabula Sapiens to HLCA transfer (Wu et al. 2025)
assessment: Geneformer + UCE: Tabula Sapiens to HLCA transfer (Wu et al. 2025)
assessment: LangCell + scCello: Tabula Sapiens to HLCA transfer (Wu et al. 2025)
assessment: LangCell + scFoundation: Tabula Sapiens to HLCA transfer (Wu et al. 2025)
assessment: scGPT + LangCell: Tabula Sapiens to HLCA transfer (Wu et al. 2025)
assessment: UCE + LangCell: Tabula Sapiens to HLCA transfer (Wu et al. 2025)
assessment: Logit aggregation: Tabula Sapiens to HLCA transfer (Wu et al. 2025)
assessment: Majority voting: Tabula Sapiens to HLCA transfer (Wu et al. 2025)
assessment: scFoundation + scCello: Tabula Sapiens to HLCA transfer (Wu et al. 2025)
assessment: scGPT + scCello: Tabula Sapiens to HLCA transfer (Wu et al. 2025)
assessment: UCE + scCello: Tabula Sapiens to HLCA transfer (Wu et al. 2025)
assessment: scGPT + scFoundation: Tabula Sapiens to HLCA transfer (Wu et al. 2025)
assessment: UCE + scFoundation: Tabula Sapiens to HLCA transfer (Wu et al. 2025)
assessment: scGPT + UCE: Tabula Sapiens to HLCA transfer (Wu et al. 2025)
assessment: Geneformer: Tabula Sapiens to HLCA transfer (Wu et al. 2025)
assessment: LangCell: Tabula Sapiens to HLCA transfer (Wu et al. 2025)
assessment: scCello: Tabula Sapiens to HLCA transfer (Wu et al. 2025)
assessment: scFoundation: Tabula Sapiens to HLCA transfer (Wu et al. 2025)
assessment: scGPT: Tabula Sapiens to HLCA transfer (Wu et al. 2025)
assessment: UCE: Tabula Sapiens to HLCA transfer (Wu et al. 2025)
assessed by: Transfer cell-type annotations to a new dataset

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