Overview
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Evaluations and results
52 evaluations · 55 results. Different protocols are not a single leaderboard.
Sorted by Accuracy (higher is better). The best value in each column is highlighted. Decimals are rounded for display; each value links to the printed value and its source.
All 55 result rows with coverage, uncertainty and sources
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| Tested configuration | Protocol and dataset | Finding | Evidence and details |
|---|---|---|---|
| Configuration: GENA-LM (GenBench) | Protocol: GenBench Bulk RNA expression Dataset: GenBench Bulk RNA expression | 0.496 MSE unitless · lower Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceGENA-LM on GenBench Bulk RNA expression lit-genomics-20261011-genbench-protocol-bulk-rna-expression Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 8, row 'Bulk RNA expression', column 'GENA-LM MSE' |
| Configuration: GENA-LM (GenBench) | Protocol: GenBench Bulk RNA expression Dataset: GenBench Bulk RNA expression | 0.748 Spearman unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceGENA-LM on GenBench Bulk RNA expression lit-genomics-20261011-genbench-protocol-bulk-rna-expression Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 8, row 'Bulk RNA expression', column 'GENA-LM Spearman' |
| Configuration: GENA-LM (GenBench) | Protocol: GenBench Drosophila enhancer activity (dev) Dataset: GenBench Drosophila enhancer activity (dev) | 0.624 Pearson unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceGENA-LM on GenBench Drosophila enhancer activity (dev) lit-genomics-20261011-genbench-protocol-drosophila-enhancer-activity-dev Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 3, row 'Drosophila enhancer activity (dev)', column 'GENA-LM' |
| Configuration: GENA-LM (GenBench) | Protocol: GenBench Drosophila enhancer activity (hk) Dataset: GenBench Drosophila enhancer activity (hk) | 0.74 Pearson unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceGENA-LM on GenBench Drosophila enhancer activity (hk) lit-genomics-20261011-genbench-protocol-drosophila-enhancer-activity-hk Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 3, row 'Drosophila enhancer activity (hk)', column 'GENA-LM' |
| Configuration: GENA-LM (GenBench) | Protocol: GenBench Drosophila enhancer activity (Mean) Dataset: GenBench Drosophila enhancer activity (Mean) | 0.682 Pearson (mean of dev and hk as printed) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceGENA-LM on GenBench Drosophila enhancer activity (Mean) lit-genomics-20261011-genbench-protocol-drosophila-enhancer-activity-mean Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 3, row 'Drosophila enhancer activity (Mean)', column 'GENA-LM' |
| Configuration: GENA-LM (GenBench) | Protocol: GenBench Genomic structure prediction (H1-ESC) Dataset: GenBench Genomic structure prediction (H1-ESC) | - MSE unitless · lower Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceGENA-LM on GenBench Genomic structure prediction (H1-ESC) lit-genomics-20261011-genbench-protocol-genome-structure-h1-esc Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 7, row 'Genomic structure prediction (H1-ESC)', column 'GENA-LM MSE' |
| Configuration: GENA-LM (GenBench) | Protocol: GenBench Genomic structure prediction (H1-ESC) Dataset: GenBench Genomic structure prediction (H1-ESC) | - Pearson unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceGENA-LM on GenBench Genomic structure prediction (H1-ESC) lit-genomics-20261011-genbench-protocol-genome-structure-h1-esc Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 7, row 'Genomic structure prediction (H1-ESC)', column 'GENA-LM Pearson' |
| Configuration: GENA-LM (GenBench) | Protocol: GenBench Genomic structure prediction (HFF) Dataset: GenBench Genomic structure prediction (HFF) | - MSE unitless · lower Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceGENA-LM on GenBench Genomic structure prediction (HFF) lit-genomics-20261011-genbench-protocol-genome-structure-hff Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 7, row 'Genomic structure prediction (HFF)', column 'GENA-LM MSE' |
| Configuration: GENA-LM (GenBench) | Protocol: GenBench Genomic structure prediction (HFF) Dataset: GenBench Genomic structure prediction (HFF) | - Pearson unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceGENA-LM on GenBench Genomic structure prediction (HFF) lit-genomics-20261011-genbench-protocol-genome-structure-hff Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 7, row 'Genomic structure prediction (HFF)', column 'GENA-LM Pearson' |
| Configuration: GENA-LM (GenBench) | Protocol: GenBench Long-range Promoters Prediction Dataset: GenBench Long-range Promoters Prediction | 0.98 Accuracy fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceGENA-LM on GenBench Long-range Promoters Prediction lit-genomics-20261011-genbench-protocol-long-promoters-prediction Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 6, row 'Long-range Promoters Prediction', column 'GENA-LM' |
| Configuration: GENA-LM (GenBench) | Protocol: GenBench Long-range Species Classification Dataset: GenBench Long-range Species Classification | 0.773 Accuracy fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceGENA-LM on GenBench Long-range Species Classification lit-genomics-20261011-genbench-protocol-long-species-classification Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 6, row 'Long-range Species Classification', column 'GENA-LM' |
| Configuration: GENA-LM (GenBench) | Protocol: GenBench Long-range splice site prediction (Mean) Dataset: GenBench Long-range splice site prediction (Mean) | 0.679 AUROC (mean of donor and acceptor as printed) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceGENA-LM on GenBench Long-range splice site prediction (Mean) lit-genomics-20261011-genbench-protocol-long-splice-mean Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 5, row 'Long-range splice site prediction (Mean)', column 'GENA-LM' |
| Configuration: GENA-LM (GenBench) | Protocol: GenBench Long-range splice site prediction (Splice acceptor) Dataset: GenBench Long-range splice site prediction (Splice acceptor) | 0.73 AUROC unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceGENA-LM on GenBench Long-range splice site prediction (Splice acceptor) lit-genomics-20261011-genbench-protocol-long-splice-splice-acceptor Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 5, row 'Long-range splice site prediction (Splice acceptor)', column 'GENA-LM' |
| Configuration: GENA-LM (GenBench) | Protocol: GenBench Long-range splice site prediction (Splice donar) Dataset: GenBench Long-range splice site prediction (Splice donar) | 0.629 AUROC unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceGENA-LM on GenBench Long-range splice site prediction (Splice donar) lit-genomics-20261011-genbench-protocol-long-splice-splice-donar Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 5, row 'Long-range splice site prediction (Splice donar)', column 'GENA-LM' |
| Configuration: GENA-LM (GenBench) | Protocol: GenBench Coding vs Intergenomic Dataset: GenBench Coding vs Intergenomic | 0.932 Accuracy (task-level value as printed in Table 4) fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceGENA-LM on GenBench Coding vs Intergenomic lit-genomics-20261011-genbench-protocol-short-coding-vs-intergenomic Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 4, row 'Coding vs Intergenomic', column 'GENA-LM' |
| Configuration: GENA-LM (GenBench) | Protocol: GenBench Human Core Promoter Detection Dataset: GenBench Human Core Promoter Detection | 0.814 Accuracy (task-level value as printed in Table 4; mean of the Table 10 dataset rows) fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceGENA-LM on GenBench Human Core Promoter Detection lit-genomics-20261011-genbench-protocol-short-human-core-promoter-detection Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 4, row 'Human Core Promoter Detection', column 'GENA-LM' |
| Configuration: GENA-LM (GenBench) | Protocol: GenBench Human Core Promoter Detection, dataset all Dataset: GenBench Human Core Promoter Detection, dataset all | 0.816 Accuracy fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceGENA-LM on GenBench Human Core Promoter Detection, dataset all lit-genomics-20261011-genbench-protocol-short-human-core-promoter-detection-all Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 10, row 'Human Core Promoter Detection, dataset all', column 'GENA-LM' |
| Configuration: GENA-LM (GenBench) | Protocol: GenBench Human Core Promoter Detection, dataset notata Dataset: GenBench Human Core Promoter Detection, dataset notata | 0.836 Accuracy fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceGENA-LM on GenBench Human Core Promoter Detection, dataset notata lit-genomics-20261011-genbench-protocol-short-human-core-promoter-detection-notata Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 10, row 'Human Core Promoter Detection, dataset notata', column 'GENA-LM' |
| Configuration: GENA-LM (GenBench) | Protocol: GenBench Human Core Promoter Detection, dataset tata Dataset: GenBench Human Core Promoter Detection, dataset tata | 0.791 Accuracy fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceGENA-LM on GenBench Human Core Promoter Detection, dataset tata lit-genomics-20261011-genbench-protocol-short-human-core-promoter-detection-tata Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 10, row 'Human Core Promoter Detection, dataset tata', column 'GENA-LM' |
| Configuration: GENA-LM (GenBench) | Protocol: GenBench Human Enhancers Cohn Dataset: GenBench Human Enhancers Cohn | 0.756 Accuracy (task-level value as printed in Table 4) fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceGENA-LM on GenBench Human Enhancers Cohn lit-genomics-20261011-genbench-protocol-short-human-enhancers-cohn Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 4, row 'Human Enhancers Cohn', column 'GENA-LM' |
| Configuration: GENA-LM (GenBench) | Protocol: GenBench Human Enhancers Ensembl Dataset: GenBench Human Enhancers Ensembl | 0.911 Accuracy (task-level value as printed in Table 4) fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceGENA-LM on GenBench Human Enhancers Ensembl lit-genomics-20261011-genbench-protocol-short-human-enhancers-ensembl Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 4, row 'Human Enhancers Ensembl', column 'GENA-LM' |
| Configuration: GENA-LM (GenBench) | Protocol: GenBench Human Ensembl Regulatory Dataset: GenBench Human Ensembl Regulatory | 0.881 Accuracy (task-level value as printed in Table 4) fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceGENA-LM on GenBench Human Ensembl Regulatory lit-genomics-20261011-genbench-protocol-short-human-ensembl-regulatory Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 4, row 'Human Ensembl Regulatory', column 'GENA-LM' |
| Configuration: GENA-LM (GenBench) | Protocol: GenBench Human Nontata Promoters Dataset: GenBench Human Nontata Promoters | 0.966 Accuracy (task-level value as printed in Table 4) fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceGENA-LM on GenBench Human Nontata Promoters lit-genomics-20261011-genbench-protocol-short-human-nontata-promoters Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 4, row 'Human Nontata Promoters', column 'GENA-LM' |
| Configuration: GENA-LM (GenBench) | Protocol: GenBench Human OCR Ensembl Dataset: GenBench Human OCR Ensembl | 0.79 Accuracy (task-level value as printed in Table 4) fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceGENA-LM on GenBench Human OCR Ensembl lit-genomics-20261011-genbench-protocol-short-human-ocr-ensembl Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 4, row 'Human OCR Ensembl', column 'GENA-LM' |
| Configuration: GENA-LM (GenBench) | Protocol: GenBench Human Promoter Detection Dataset: GenBench Human Promoter Detection | 0.9 Accuracy (task-level value as printed in Table 4; mean of the Table 10 dataset rows) fraction · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceGENA-LM on GenBench Human Promoter Detection lit-genomics-20261011-genbench-protocol-short-human-promoter-detection Aggregation: Not reported GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Table 4, row 'Human Promoter Detection', column 'GENA-LM' |
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Release 2026-10-22-1b7cf027e4f6 · Record review: source checked
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- GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models · Original source · arXiv 2406.01627 version 2
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Stable ID: lit-genomics-20261011-genbench-config-gena-lm
- areas
- dna-genomes
- contexts
- research
- method types
- foundation_model
- reported name
- GENA-LM
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- 113M parameters (Table 9); fine-tuned 100 epochs, AdamW, cosine decay
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- Table 9; table headers
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- version: reason: unreported; note: Checkpoint name not printed; parameter count only
Related records
- configuration of: GENA-LM
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- system: GENA-LM on GenBench Mouse Transcription Factor Prediction, dataset 2
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- system: GENA-LM on GenBench Yeast Epigenetic Marks Prediction, dataset H3K4me2
- system: GENA-LM on GenBench Yeast Epigenetic Marks Prediction, dataset H3K4me3
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