Configuration

Uni-RNA (L8) (zero-shot, Wang et al. 2026)

Uni-RNA (L8) evaluated zero-shot by Wang et al. 2026.

Overview

An explanatory profile has not yet been reviewed for this record.

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

Evaluations and results

36 evaluations · 36 results. Different protocols are not a single leaderboard.

Sorted by AUROC (CLS embedding; mean over random samplings of sequence pairs) (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.

Tested configuration	Protocol and dataset	AUROC (CLS embedding; mean over random samplings of sequence pairs)	AUROC (FFT embedding; mean over random samplings of sequence pairs)	F1 (attention; mean over structures)	F1 (attention; median over structures)	F1 (CLS embedding; mean over random samplings of sequence pairs)	F1 (FFT embedding; mean over random samplings of sequence pairs)	MCC (attention; mean over structures)	MCC (attention; median over structures)	MCC (CLS embedding; mean over random samplings of sequence pairs)	MCC (FFT embedding; mean over random samplings of sequence pairs)	One minus overlap ratio (CLS embedding; mean over random samplings of sequence pairs)	One minus overlap ratio (FFT embedding; mean over random samplings of sequence pairs)	Absolute spearman correlation (PLL-D; mean over assays)	Absolute spearman correlation (PLL-D; median over assays)	Absolute spearman correlation (WT-LLR; mean over assays)	Absolute spearman correlation (WT-LLR; median over assays)	AUROC (PLL-D; mean over assays)	AUROC (PLL-D; median over assays)	AUROC (WT-LLR; mean over assays)	AUROC (WT-LLR; median over assays)	MCC (PLL-D; mean over assays)	MCC (PLL-D; median over assays)	MCC (WT-LLR; mean over assays)	MCC (WT-LLR; median over assays)
Uni-RNA (L8) (zero-shot, Wang et al. 2026)Evaluation	Wang et al. 2026 zero-shot family classification, RfamSample (561 Rfam families), CLS embedding, AUC (mean over repeated random samplings of sequence pairs), RfamSample (561 Rfam families) (Wang et al. 2026)	0.854±0.001 (best in column)	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported
Uni-RNA (L8) (zero-shot, Wang et al. 2026)Evaluation	Wang et al. 2026 zero-shot RNA type classification, ArchiveII-Nr (1273 RNAs), CLS embedding, AUC (mean over repeated random samplings of sequence pairs), ArchiveII-Nr (1273 RNAs) (Wang et al. 2026)	0.821±0.001	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported
Uni-RNA (L8) (zero-shot, Wang et al. 2026)Evaluation	Wang et al. 2026 zero-shot fitness, RNAGym ncRNA DMS assays (31 assays), WT-LLR, AUC (mean over assays), RNAGym ncRNA DMS assays (31 assays) (Wang et al. 2026)	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	0.591±0.076	Not reported	Not reported	Not reported	Not reported	Not reported
Uni-RNA (L8) (zero-shot, Wang et al. 2026)Evaluation	Wang et al. 2026 zero-shot fitness, RNAGym ncRNA DMS assays (31 assays), WT-LLR, AUC (median over assays), RNAGym ncRNA DMS assays (31 assays) (Wang et al. 2026)	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	0.573	Not reported	Not reported	Not reported	Not reported
Uni-RNA (L8) (zero-shot, Wang et al. 2026)Evaluation	Wang et al. 2026 zero-shot fitness, RNAGym ncRNA DMS assays (31 assays), WT-LLR, MCC (mean over assays), RNAGym ncRNA DMS assays (31 assays) (Wang et al. 2026)	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	0.149±0.102	Not reported
Uni-RNA (L8) (zero-shot, Wang et al. 2026)Evaluation	Wang et al. 2026 zero-shot fitness, RNAGym ncRNA DMS assays (31 assays), WT-LLR, MCC (median over assays), RNAGym ncRNA DMS assays (31 assays) (Wang et al. 2026)	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	0.115
Uni-RNA (L8) (zero-shot, Wang et al. 2026)Evaluation	Wang et al. 2026 zero-shot fitness, RNAGym ncRNA DMS assays (31 assays), WT-LLR, SR (mean over assays), RNAGym ncRNA DMS assays (31 assays) (Wang et al. 2026)	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	0.186±0.156	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported
Uni-RNA (L8) (zero-shot, Wang et al. 2026)Evaluation	Wang et al. 2026 zero-shot fitness, RNAGym ncRNA DMS assays (31 assays), WT-LLR, SR (median over assays), RNAGym ncRNA DMS assays (31 assays) (Wang et al. 2026)	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	0.135	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported
Uni-RNA (L8) (zero-shot, Wang et al. 2026)Evaluation	Wang et al. 2026 zero-shot fitness, RNAGym ncRNA DMS assays (31 assays), PLL-D, AUC (mean over assays), RNAGym ncRNA DMS assays (31 assays) (Wang et al. 2026)	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	0.571±0.052	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported
Uni-RNA (L8) (zero-shot, Wang et al. 2026)Evaluation	Wang et al. 2026 zero-shot fitness, RNAGym ncRNA DMS assays (31 assays), PLL-D, AUC (median over assays), RNAGym ncRNA DMS assays (31 assays) (Wang et al. 2026)	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	0.563	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported
Uni-RNA (L8) (zero-shot, Wang et al. 2026)Evaluation	Wang et al. 2026 zero-shot fitness, RNAGym ncRNA DMS assays (31 assays), PLL-D, MCC (mean over assays), RNAGym ncRNA DMS assays (31 assays) (Wang et al. 2026)	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	0.107±0.084	Not reported	Not reported	Not reported
Uni-RNA (L8) (zero-shot, Wang et al. 2026)Evaluation	Wang et al. 2026 zero-shot fitness, RNAGym ncRNA DMS assays (31 assays), PLL-D, MCC (median over assays), RNAGym ncRNA DMS assays (31 assays) (Wang et al. 2026)	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	0.096	Not reported	Not reported
Uni-RNA (L8) (zero-shot, Wang et al. 2026)Evaluation	Wang et al. 2026 zero-shot fitness, RNAGym ncRNA DMS assays (31 assays), PLL-D, SR (mean over assays), RNAGym ncRNA DMS assays (31 assays) (Wang et al. 2026)	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	0.139±0.109	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported
Uni-RNA (L8) (zero-shot, Wang et al. 2026)Evaluation	Wang et al. 2026 zero-shot fitness, RNAGym ncRNA DMS assays (31 assays), PLL-D, SR (median over assays), RNAGym ncRNA DMS assays (31 assays) (Wang et al. 2026)	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	0.133	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported
Uni-RNA (L8) (zero-shot, Wang et al. 2026)Evaluation	Wang et al. 2026 zero-shot secondary structure, TS test set (70 PDB structures), attention, F1 score (mean over structures), TS test set (70 PDB structures) (Wang et al. 2026)	Not reported	Not reported	0.257±0.197	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported
Uni-RNA (L8) (zero-shot, Wang et al. 2026)Evaluation	Wang et al. 2026 zero-shot secondary structure, TS test set (70 PDB structures), attention, F1 score (median over structures), TS test set (70 PDB structures) (Wang et al. 2026)	Not reported	Not reported	Not reported	0.225 (best in column)	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported
Uni-RNA (L8) (zero-shot, Wang et al. 2026)Evaluation	Wang et al. 2026 zero-shot secondary structure, TS test set (70 PDB structures), attention, MCC (mean over structures), TS test set (70 PDB structures) (Wang et al. 2026)	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	0.258±0.202	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported
Uni-RNA (L8) (zero-shot, Wang et al. 2026)Evaluation	Wang et al. 2026 zero-shot secondary structure, TS test set (70 PDB structures), attention, MCC (median over structures), TS test set (70 PDB structures) (Wang et al. 2026)	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	0.219 (best in column)	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported
Uni-RNA (L8) (zero-shot, Wang et al. 2026)Evaluation	Wang et al. 2026 zero-shot secondary structure, TS-Hard test set (15 PDB structures), attention, F1 score (mean over structures), TS-Hard test set (15 PDB structures) (Wang et al. 2026)	Not reported	Not reported	0.262±0.143 (best in column)	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported
Uni-RNA (L8) (zero-shot, Wang et al. 2026)Evaluation	Wang et al. 2026 zero-shot secondary structure, TS-Hard test set (15 PDB structures), attention, F1 score (median over structures), TS-Hard test set (15 PDB structures) (Wang et al. 2026)	Not reported	Not reported	Not reported	0.215	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported
Uni-RNA (L8) (zero-shot, Wang et al. 2026)Evaluation	Wang et al. 2026 zero-shot secondary structure, TS-Hard test set (15 PDB structures), attention, MCC (mean over structures), TS-Hard test set (15 PDB structures) (Wang et al. 2026)	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	0.264±0.148 (best in column)	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported
Uni-RNA (L8) (zero-shot, Wang et al. 2026)Evaluation	Wang et al. 2026 zero-shot secondary structure, TS-Hard test set (15 PDB structures), attention, MCC (median over structures), TS-Hard test set (15 PDB structures) (Wang et al. 2026)	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	0.217	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported
Uni-RNA (L8) (zero-shot, Wang et al. 2026)Evaluation	Wang et al. 2026 zero-shot family classification, RfamSample (561 Rfam families), FFT embedding, 1 − OR (mean over repeated random samplings of sequence pairs), RfamSample (561 Rfam families) (Wang et al. 2026)	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	0.707±0.001 (best in column)	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported
Uni-RNA (L8) (zero-shot, Wang et al. 2026)Evaluation	Wang et al. 2026 zero-shot family classification, RfamSample (561 Rfam families), FFT embedding, AUC (mean over repeated random samplings of sequence pairs), RfamSample (561 Rfam families) (Wang et al. 2026)	Not reported	0.852±0.001 (best in column)	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported
Uni-RNA (L8) (zero-shot, Wang et al. 2026)Evaluation	Wang et al. 2026 zero-shot family classification, RfamSample (561 Rfam families), FFT embedding, F1 (mean over repeated random samplings of sequence pairs), RfamSample (561 Rfam families) (Wang et al. 2026)	Not reported	Not reported	Not reported	Not reported	Not reported	0.778±0.001 (best in column)	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported
Uni-RNA (L8) (zero-shot, Wang et al. 2026)Evaluation	Wang et al. 2026 zero-shot family classification, RfamSample (561 Rfam families), FFT embedding, MCC (mean over repeated random samplings of sequence pairs), RfamSample (561 Rfam families) (Wang et al. 2026)	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	0.529±0.001 (best in column)	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported
Uni-RNA (L8) (zero-shot, Wang et al. 2026)Evaluation	Wang et al. 2026 zero-shot RNA type classification, ArchiveII-Nr (1273 RNAs), FFT embedding, 1 − OR (mean over repeated random samplings of sequence pairs), ArchiveII-Nr (1273 RNAs) (Wang et al. 2026)	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	0.607±0.001	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported
Uni-RNA (L8) (zero-shot, Wang et al. 2026)Evaluation	Wang et al. 2026 zero-shot RNA type classification, ArchiveII-Nr (1273 RNAs), FFT embedding, AUC (mean over repeated random samplings of sequence pairs), ArchiveII-Nr (1273 RNAs) (Wang et al. 2026)	Not reported	0.779±0.001	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported
Uni-RNA (L8) (zero-shot, Wang et al. 2026)Evaluation	Wang et al. 2026 zero-shot RNA type classification, ArchiveII-Nr (1273 RNAs), FFT embedding, F1 (mean over repeated random samplings of sequence pairs), ArchiveII-Nr (1273 RNAs) (Wang et al. 2026)	Not reported	Not reported	Not reported	Not reported	Not reported	0.751±0.001	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported
Uni-RNA (L8) (zero-shot, Wang et al. 2026)Evaluation	Wang et al. 2026 zero-shot RNA type classification, ArchiveII-Nr (1273 RNAs), FFT embedding, MCC (mean over repeated random samplings of sequence pairs), ArchiveII-Nr (1273 RNAs) (Wang et al. 2026)	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	0.444±0.005	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported
Uni-RNA (L8) (zero-shot, Wang et al. 2026)Evaluation	Wang et al. 2026 zero-shot family classification, RfamSample (561 Rfam families), CLS embedding, 1 − OR (mean over repeated random samplings of sequence pairs), RfamSample (561 Rfam families) (Wang et al. 2026)	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	0.709±0.001 (best in column)	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported
Uni-RNA (L8) (zero-shot, Wang et al. 2026)Evaluation	Wang et al. 2026 zero-shot family classification, RfamSample (561 Rfam families), CLS embedding, F1 (mean over repeated random samplings of sequence pairs), RfamSample (561 Rfam families) (Wang et al. 2026)	Not reported	Not reported	Not reported	Not reported	0.785±0.001 (best in column)	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported
Uni-RNA (L8) (zero-shot, Wang et al. 2026)Evaluation	Wang et al. 2026 zero-shot family classification, RfamSample (561 Rfam families), CLS embedding, MCC (mean over repeated random samplings of sequence pairs), RfamSample (561 Rfam families) (Wang et al. 2026)	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	0.540±0.001 (best in column)	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported
Uni-RNA (L8) (zero-shot, Wang et al. 2026)Evaluation	Wang et al. 2026 zero-shot RNA type classification, ArchiveII-Nr (1273 RNAs), CLS embedding, 1 − OR (mean over repeated random samplings of sequence pairs), ArchiveII-Nr (1273 RNAs) (Wang et al. 2026)	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	0.656±0.001	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported
Uni-RNA (L8) (zero-shot, Wang et al. 2026)Evaluation	Wang et al. 2026 zero-shot RNA type classification, ArchiveII-Nr (1273 RNAs), CLS embedding, F1 (mean over repeated random samplings of sequence pairs), ArchiveII-Nr (1273 RNAs) (Wang et al. 2026)	Not reported	Not reported	Not reported	Not reported	0.776±0.000	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported
Uni-RNA (L8) (zero-shot, Wang et al. 2026)Evaluation	Wang et al. 2026 zero-shot RNA type classification, ArchiveII-Nr (1273 RNAs), CLS embedding, MCC (mean over repeated random samplings of sequence pairs), ArchiveII-Nr (1273 RNAs) (Wang et al. 2026)	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	0.507±0.001	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported

All 36 result rows with coverage, uncertainty and sources

Filter evaluations

Tested model or methodProtocolDatasetEvaluation setupMetricEvidence origin

Applied filters: All linked evaluations

Exact evaluated configurations and original reported results
Tested configuration	Protocol and dataset	Finding	Evidence and details
Configuration: Uni-RNA (L8) (zero-shot, Wang et al. 2026)	Protocol: Wang et al. 2026 zero-shot fitness, RNAGym ncRNA DMS assays (31 assays), WT-LLR, AUC (mean over assays) Dataset: RNAGym ncRNA DMS assays (31 assays) (Wang et al. 2026)	0.591±0.076 AUROC (WT-LLR; mean over assays) unitless · higher Uncertainty: SD 0.076 Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source Uni-RNA (L8) zero-shot fitness on RNAGym ncRNA DMS assays (31 assays) (WT-LLR, AUC, mean) lit-rna-20261011-rnalm-zeroshot-protocol-t10-auc-mean Aggregation: Not reported Zero-shot benchmarking of RNA language models: Supplementary Information; Zero-shot benchmarking of RNA language models in structural, functional, and evolutionary learning · Supplementary Table 10, row 'Uni-RNA (L8)', column 'AUC' (Mean ± Std)
Configuration: Uni-RNA (L8) (zero-shot, Wang et al. 2026)	Protocol: Wang et al. 2026 zero-shot fitness, RNAGym ncRNA DMS assays (31 assays), WT-LLR, AUC (median over assays) Dataset: RNAGym ncRNA DMS assays (31 assays) (Wang et al. 2026)	0.573 AUROC (WT-LLR; median over assays) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source Uni-RNA (L8) zero-shot fitness on RNAGym ncRNA DMS assays (31 assays) (WT-LLR, AUC, median) lit-rna-20261011-rnalm-zeroshot-protocol-t10-auc-median Aggregation: Not reported Zero-shot benchmarking of RNA language models: Supplementary Information; Zero-shot benchmarking of RNA language models in structural, functional, and evolutionary learning · Supplementary Table 10, row 'Uni-RNA (L8)', column 'AUC' (Median)
Configuration: Uni-RNA (L8) (zero-shot, Wang et al. 2026)	Protocol: Wang et al. 2026 zero-shot fitness, RNAGym ncRNA DMS assays (31 assays), WT-LLR, MCC (mean over assays) Dataset: RNAGym ncRNA DMS assays (31 assays) (Wang et al. 2026)	0.149±0.102 MCC (WT-LLR; mean over assays) unitless · higher Uncertainty: SD 0.102 Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source Uni-RNA (L8) zero-shot fitness on RNAGym ncRNA DMS assays (31 assays) (WT-LLR, MCC, mean) lit-rna-20261011-rnalm-zeroshot-protocol-t10-mcc-mean Aggregation: Not reported Zero-shot benchmarking of RNA language models: Supplementary Information; Zero-shot benchmarking of RNA language models in structural, functional, and evolutionary learning · Supplementary Table 10, row 'Uni-RNA (L8)', column 'MCC' (Mean ± Std)
Configuration: Uni-RNA (L8) (zero-shot, Wang et al. 2026)	Protocol: Wang et al. 2026 zero-shot fitness, RNAGym ncRNA DMS assays (31 assays), WT-LLR, MCC (median over assays) Dataset: RNAGym ncRNA DMS assays (31 assays) (Wang et al. 2026)	0.115 MCC (WT-LLR; median over assays) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source Uni-RNA (L8) zero-shot fitness on RNAGym ncRNA DMS assays (31 assays) (WT-LLR, MCC, median) lit-rna-20261011-rnalm-zeroshot-protocol-t10-mcc-median Aggregation: Not reported Zero-shot benchmarking of RNA language models: Supplementary Information; Zero-shot benchmarking of RNA language models in structural, functional, and evolutionary learning · Supplementary Table 10, row 'Uni-RNA (L8)', column 'MCC' (Median)
Configuration: Uni-RNA (L8) (zero-shot, Wang et al. 2026)	Protocol: Wang et al. 2026 zero-shot fitness, RNAGym ncRNA DMS assays (31 assays), WT-LLR, SR (mean over assays) Dataset: RNAGym ncRNA DMS assays (31 assays) (Wang et al. 2026)	0.186±0.156 Absolute spearman correlation (WT-LLR; mean over assays) unitless · higher Uncertainty: SD 0.156 Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source Uni-RNA (L8) zero-shot fitness on RNAGym ncRNA DMS assays (31 assays) (WT-LLR, SR, mean) lit-rna-20261011-rnalm-zeroshot-protocol-t10-sr-mean Aggregation: Not reported Zero-shot benchmarking of RNA language models: Supplementary Information; Zero-shot benchmarking of RNA language models in structural, functional, and evolutionary learning · Supplementary Table 10, row 'Uni-RNA (L8)', column 'SR' (Mean ± Std)
Configuration: Uni-RNA (L8) (zero-shot, Wang et al. 2026)	Protocol: Wang et al. 2026 zero-shot fitness, RNAGym ncRNA DMS assays (31 assays), WT-LLR, SR (median over assays) Dataset: RNAGym ncRNA DMS assays (31 assays) (Wang et al. 2026)	0.135 Absolute spearman correlation (WT-LLR; median over assays) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source Uni-RNA (L8) zero-shot fitness on RNAGym ncRNA DMS assays (31 assays) (WT-LLR, SR, median) lit-rna-20261011-rnalm-zeroshot-protocol-t10-sr-median Aggregation: Not reported Zero-shot benchmarking of RNA language models: Supplementary Information; Zero-shot benchmarking of RNA language models in structural, functional, and evolutionary learning · Supplementary Table 10, row 'Uni-RNA (L8)', column 'SR' (Median)
Configuration: Uni-RNA (L8) (zero-shot, Wang et al. 2026)	Protocol: Wang et al. 2026 zero-shot fitness, RNAGym ncRNA DMS assays (31 assays), PLL-D, AUC (mean over assays) Dataset: RNAGym ncRNA DMS assays (31 assays) (Wang et al. 2026)	0.571±0.052 AUROC (PLL-D; mean over assays) unitless · higher Uncertainty: SD 0.052 Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source Uni-RNA (L8) zero-shot fitness on RNAGym ncRNA DMS assays (31 assays) (PLL-D, AUC, mean) lit-rna-20261011-rnalm-zeroshot-protocol-t11-auc-mean Aggregation: Not reported Zero-shot benchmarking of RNA language models: Supplementary Information; Zero-shot benchmarking of RNA language models in structural, functional, and evolutionary learning · Supplementary Table 11, row 'Uni-RNA (L8)', column 'AUC' (Mean ± Std)
Configuration: Uni-RNA (L8) (zero-shot, Wang et al. 2026)	Protocol: Wang et al. 2026 zero-shot fitness, RNAGym ncRNA DMS assays (31 assays), PLL-D, AUC (median over assays) Dataset: RNAGym ncRNA DMS assays (31 assays) (Wang et al. 2026)	0.563 AUROC (PLL-D; median over assays) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source Uni-RNA (L8) zero-shot fitness on RNAGym ncRNA DMS assays (31 assays) (PLL-D, AUC, median) lit-rna-20261011-rnalm-zeroshot-protocol-t11-auc-median Aggregation: Not reported Zero-shot benchmarking of RNA language models: Supplementary Information; Zero-shot benchmarking of RNA language models in structural, functional, and evolutionary learning · Supplementary Table 11, row 'Uni-RNA (L8)', column 'AUC' (Median)
Configuration: Uni-RNA (L8) (zero-shot, Wang et al. 2026)	Protocol: Wang et al. 2026 zero-shot fitness, RNAGym ncRNA DMS assays (31 assays), PLL-D, MCC (mean over assays) Dataset: RNAGym ncRNA DMS assays (31 assays) (Wang et al. 2026)	0.107±0.084 MCC (PLL-D; mean over assays) unitless · higher Uncertainty: SD 0.084 Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source Uni-RNA (L8) zero-shot fitness on RNAGym ncRNA DMS assays (31 assays) (PLL-D, MCC, mean) lit-rna-20261011-rnalm-zeroshot-protocol-t11-mcc-mean Aggregation: Not reported Zero-shot benchmarking of RNA language models: Supplementary Information; Zero-shot benchmarking of RNA language models in structural, functional, and evolutionary learning · Supplementary Table 11, row 'Uni-RNA (L8)', column 'MCC' (Mean ± Std)
Configuration: Uni-RNA (L8) (zero-shot, Wang et al. 2026)	Protocol: Wang et al. 2026 zero-shot fitness, RNAGym ncRNA DMS assays (31 assays), PLL-D, MCC (median over assays) Dataset: RNAGym ncRNA DMS assays (31 assays) (Wang et al. 2026)	0.096 MCC (PLL-D; median over assays) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source Uni-RNA (L8) zero-shot fitness on RNAGym ncRNA DMS assays (31 assays) (PLL-D, MCC, median) lit-rna-20261011-rnalm-zeroshot-protocol-t11-mcc-median Aggregation: Not reported Zero-shot benchmarking of RNA language models: Supplementary Information; Zero-shot benchmarking of RNA language models in structural, functional, and evolutionary learning · Supplementary Table 11, row 'Uni-RNA (L8)', column 'MCC' (Median)
Configuration: Uni-RNA (L8) (zero-shot, Wang et al. 2026)	Protocol: Wang et al. 2026 zero-shot fitness, RNAGym ncRNA DMS assays (31 assays), PLL-D, SR (mean over assays) Dataset: RNAGym ncRNA DMS assays (31 assays) (Wang et al. 2026)	0.139±0.109 Absolute spearman correlation (PLL-D; mean over assays) unitless · higher Uncertainty: SD 0.109 Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source Uni-RNA (L8) zero-shot fitness on RNAGym ncRNA DMS assays (31 assays) (PLL-D, SR, mean) lit-rna-20261011-rnalm-zeroshot-protocol-t11-sr-mean Aggregation: Not reported Zero-shot benchmarking of RNA language models: Supplementary Information; Zero-shot benchmarking of RNA language models in structural, functional, and evolutionary learning · Supplementary Table 11, row 'Uni-RNA (L8)', column 'SR' (Mean ± Std)
Configuration: Uni-RNA (L8) (zero-shot, Wang et al. 2026)	Protocol: Wang et al. 2026 zero-shot fitness, RNAGym ncRNA DMS assays (31 assays), PLL-D, SR (median over assays) Dataset: RNAGym ncRNA DMS assays (31 assays) (Wang et al. 2026)	0.133 Absolute spearman correlation (PLL-D; median over assays) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source Uni-RNA (L8) zero-shot fitness on RNAGym ncRNA DMS assays (31 assays) (PLL-D, SR, median) lit-rna-20261011-rnalm-zeroshot-protocol-t11-sr-median Aggregation: Not reported Zero-shot benchmarking of RNA language models: Supplementary Information; Zero-shot benchmarking of RNA language models in structural, functional, and evolutionary learning · Supplementary Table 11, row 'Uni-RNA (L8)', column 'SR' (Median)
Configuration: Uni-RNA (L8) (zero-shot, Wang et al. 2026)	Protocol: Wang et al. 2026 zero-shot secondary structure, TS test set (70 PDB structures), attention, F1 score (mean over structures) Dataset: TS test set (70 PDB structures) (Wang et al. 2026)	0.257±0.197 F1 (attention; mean over structures) unitless · higher Uncertainty: SD 0.197 Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source Uni-RNA (L8) zero-shot secondary structure on TS test set (70 PDB structures) (attention, F1 score, mean) lit-rna-20261011-rnalm-zeroshot-protocol-t4-f1-score-mean Aggregation: Not reported Zero-shot benchmarking of RNA language models: Supplementary Information; Zero-shot benchmarking of RNA language models in structural, functional, and evolutionary learning · Supplementary Table 4, row 'Uni-RNA (L8)', column 'F1 score' (Mean ± Std)
Configuration: Uni-RNA (L8) (zero-shot, Wang et al. 2026)	Protocol: Wang et al. 2026 zero-shot secondary structure, TS test set (70 PDB structures), attention, F1 score (median over structures) Dataset: TS test set (70 PDB structures) (Wang et al. 2026)	0.225 F1 (attention; median over structures) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source Uni-RNA (L8) zero-shot secondary structure on TS test set (70 PDB structures) (attention, F1 score, median) lit-rna-20261011-rnalm-zeroshot-protocol-t4-f1-score-median Aggregation: Not reported Zero-shot benchmarking of RNA language models: Supplementary Information; Zero-shot benchmarking of RNA language models in structural, functional, and evolutionary learning · Supplementary Table 4, row 'Uni-RNA (L8)', column 'F1 score' (Median)
Configuration: Uni-RNA (L8) (zero-shot, Wang et al. 2026)	Protocol: Wang et al. 2026 zero-shot secondary structure, TS test set (70 PDB structures), attention, MCC (mean over structures) Dataset: TS test set (70 PDB structures) (Wang et al. 2026)	0.258±0.202 MCC (attention; mean over structures) unitless · higher Uncertainty: SD 0.202 Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source Uni-RNA (L8) zero-shot secondary structure on TS test set (70 PDB structures) (attention, MCC, mean) lit-rna-20261011-rnalm-zeroshot-protocol-t4-mcc-mean Aggregation: Not reported Zero-shot benchmarking of RNA language models: Supplementary Information; Zero-shot benchmarking of RNA language models in structural, functional, and evolutionary learning · Supplementary Table 4, row 'Uni-RNA (L8)', column 'MCC' (Mean ± Std)
Configuration: Uni-RNA (L8) (zero-shot, Wang et al. 2026)	Protocol: Wang et al. 2026 zero-shot secondary structure, TS test set (70 PDB structures), attention, MCC (median over structures) Dataset: TS test set (70 PDB structures) (Wang et al. 2026)	0.219 MCC (attention; median over structures) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source Uni-RNA (L8) zero-shot secondary structure on TS test set (70 PDB structures) (attention, MCC, median) lit-rna-20261011-rnalm-zeroshot-protocol-t4-mcc-median Aggregation: Not reported Zero-shot benchmarking of RNA language models: Supplementary Information; Zero-shot benchmarking of RNA language models in structural, functional, and evolutionary learning · Supplementary Table 4, row 'Uni-RNA (L8)', column 'MCC' (Median)
Configuration: Uni-RNA (L8) (zero-shot, Wang et al. 2026)	Protocol: Wang et al. 2026 zero-shot secondary structure, TS-Hard test set (15 PDB structures), attention, F1 score (mean over structures) Dataset: TS-Hard test set (15 PDB structures) (Wang et al. 2026)	0.262±0.143 F1 (attention; mean over structures) unitless · higher Uncertainty: SD 0.143 Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source Uni-RNA (L8) zero-shot secondary structure on TS-Hard test set (15 PDB structures) (attention, F1 score, mean) lit-rna-20261011-rnalm-zeroshot-protocol-t5-f1-score-mean Aggregation: Not reported Zero-shot benchmarking of RNA language models: Supplementary Information; Zero-shot benchmarking of RNA language models in structural, functional, and evolutionary learning · Supplementary Table 5, row 'Uni-RNA (L8)', column 'F1 score' (Mean ± Std)
Configuration: Uni-RNA (L8) (zero-shot, Wang et al. 2026)	Protocol: Wang et al. 2026 zero-shot secondary structure, TS-Hard test set (15 PDB structures), attention, F1 score (median over structures) Dataset: TS-Hard test set (15 PDB structures) (Wang et al. 2026)	0.215 F1 (attention; median over structures) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source Uni-RNA (L8) zero-shot secondary structure on TS-Hard test set (15 PDB structures) (attention, F1 score, median) lit-rna-20261011-rnalm-zeroshot-protocol-t5-f1-score-median Aggregation: Not reported Zero-shot benchmarking of RNA language models: Supplementary Information; Zero-shot benchmarking of RNA language models in structural, functional, and evolutionary learning · Supplementary Table 5, row 'Uni-RNA (L8)', column 'F1 score' (Median)
Configuration: Uni-RNA (L8) (zero-shot, Wang et al. 2026)	Protocol: Wang et al. 2026 zero-shot secondary structure, TS-Hard test set (15 PDB structures), attention, MCC (mean over structures) Dataset: TS-Hard test set (15 PDB structures) (Wang et al. 2026)	0.264±0.148 MCC (attention; mean over structures) unitless · higher Uncertainty: SD 0.148 Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source Uni-RNA (L8) zero-shot secondary structure on TS-Hard test set (15 PDB structures) (attention, MCC, mean) lit-rna-20261011-rnalm-zeroshot-protocol-t5-mcc-mean Aggregation: Not reported Zero-shot benchmarking of RNA language models: Supplementary Information; Zero-shot benchmarking of RNA language models in structural, functional, and evolutionary learning · Supplementary Table 5, row 'Uni-RNA (L8)', column 'MCC' (Mean ± Std)
Configuration: Uni-RNA (L8) (zero-shot, Wang et al. 2026)	Protocol: Wang et al. 2026 zero-shot secondary structure, TS-Hard test set (15 PDB structures), attention, MCC (median over structures) Dataset: TS-Hard test set (15 PDB structures) (Wang et al. 2026)	0.217 MCC (attention; median over structures) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source Uni-RNA (L8) zero-shot secondary structure on TS-Hard test set (15 PDB structures) (attention, MCC, median) lit-rna-20261011-rnalm-zeroshot-protocol-t5-mcc-median Aggregation: Not reported Zero-shot benchmarking of RNA language models: Supplementary Information; Zero-shot benchmarking of RNA language models in structural, functional, and evolutionary learning · Supplementary Table 5, row 'Uni-RNA (L8)', column 'MCC' (Median)
Configuration: Uni-RNA (L8) (zero-shot, Wang et al. 2026)	Protocol: Wang et al. 2026 zero-shot family classification, RfamSample (561 Rfam families), FFT embedding, 1 − OR (mean over repeated random samplings of sequence pairs) Dataset: RfamSample (561 Rfam families) (Wang et al. 2026)	0.707±0.001 One minus overlap ratio (FFT embedding; mean over random samplings of sequence pairs) unitless · higher Uncertainty: SD 0.001 Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source Uni-RNA (L8) zero-shot family classification on RfamSample (561 Rfam families) (FFT embedding, 1 − OR, sampled-mean) lit-rna-20261011-rnalm-zeroshot-protocol-t6-1-or-sampled-mean Aggregation: Not reported Zero-shot benchmarking of RNA language models: Supplementary Information; Zero-shot benchmarking of RNA language models in structural, functional, and evolutionary learning · Supplementary Table 6, row 'Uni-RNA (L8)', column '1 − OR'
Configuration: Uni-RNA (L8) (zero-shot, Wang et al. 2026)	Protocol: Wang et al. 2026 zero-shot family classification, RfamSample (561 Rfam families), FFT embedding, AUC (mean over repeated random samplings of sequence pairs) Dataset: RfamSample (561 Rfam families) (Wang et al. 2026)	0.852±0.001 AUROC (FFT embedding; mean over random samplings of sequence pairs) unitless · higher Uncertainty: SD 0.001 Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source Uni-RNA (L8) zero-shot family classification on RfamSample (561 Rfam families) (FFT embedding, AUC, sampled-mean) lit-rna-20261011-rnalm-zeroshot-protocol-t6-auc-sampled-mean Aggregation: Not reported Zero-shot benchmarking of RNA language models: Supplementary Information; Zero-shot benchmarking of RNA language models in structural, functional, and evolutionary learning · Supplementary Table 6, row 'Uni-RNA (L8)', column 'AUC'
Configuration: Uni-RNA (L8) (zero-shot, Wang et al. 2026)	Protocol: Wang et al. 2026 zero-shot family classification, RfamSample (561 Rfam families), FFT embedding, F1 (mean over repeated random samplings of sequence pairs) Dataset: RfamSample (561 Rfam families) (Wang et al. 2026)	0.778±0.001 F1 (FFT embedding; mean over random samplings of sequence pairs) unitless · higher Uncertainty: SD 0.001 Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source Uni-RNA (L8) zero-shot family classification on RfamSample (561 Rfam families) (FFT embedding, F1, sampled-mean) lit-rna-20261011-rnalm-zeroshot-protocol-t6-f1-sampled-mean Aggregation: Not reported Zero-shot benchmarking of RNA language models: Supplementary Information; Zero-shot benchmarking of RNA language models in structural, functional, and evolutionary learning · Supplementary Table 6, row 'Uni-RNA (L8)', column 'F1'
Configuration: Uni-RNA (L8) (zero-shot, Wang et al. 2026)	Protocol: Wang et al. 2026 zero-shot family classification, RfamSample (561 Rfam families), FFT embedding, MCC (mean over repeated random samplings of sequence pairs) Dataset: RfamSample (561 Rfam families) (Wang et al. 2026)	0.529±0.001 MCC (FFT embedding; mean over random samplings of sequence pairs) unitless · higher Uncertainty: SD 0.001 Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source Uni-RNA (L8) zero-shot family classification on RfamSample (561 Rfam families) (FFT embedding, MCC, sampled-mean) lit-rna-20261011-rnalm-zeroshot-protocol-t6-mcc-sampled-mean Aggregation: Not reported Zero-shot benchmarking of RNA language models: Supplementary Information; Zero-shot benchmarking of RNA language models in structural, functional, and evolutionary learning · Supplementary Table 6, row 'Uni-RNA (L8)', column 'MCC'
Configuration: Uni-RNA (L8) (zero-shot, Wang et al. 2026)	Protocol: Wang et al. 2026 zero-shot RNA type classification, ArchiveII-Nr (1273 RNAs), FFT embedding, 1 − OR (mean over repeated random samplings of sequence pairs) Dataset: ArchiveII-Nr (1273 RNAs) (Wang et al. 2026)	0.607±0.001 One minus overlap ratio (FFT embedding; mean over random samplings of sequence pairs) unitless · higher Uncertainty: SD 0.001 Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source Uni-RNA (L8) zero-shot RNA type classification on ArchiveII-Nr (1273 RNAs) (FFT embedding, 1 − OR, sampled-mean) lit-rna-20261011-rnalm-zeroshot-protocol-t7-1-or-sampled-mean Aggregation: Not reported Zero-shot benchmarking of RNA language models: Supplementary Information; Zero-shot benchmarking of RNA language models in structural, functional, and evolutionary learning · Supplementary Table 7, row 'Uni-RNA (L8)', column '1 − OR'

Source checking is not independent reproduction. Release 2026-10-22-1b7cf027e4f6.

Use this configuration

How it works, versions and access

Strengths, limitations and unresolved questions

Evidence

Source checking verifies the cited claim or transcription. It does not establish independent reproduction.

Evidence table

Inspect claims, sources and review details

Trace each statement to its source and review. A context-only reference supports the record generally; it does not verify an individual field. Source checking does not reproduce an experiment.

One row per statement and cited source. Multiple citations are not independent evaluations. Shared locators are labelled explicitly.

0 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-10-22-1b7cf027e4f6
Property and statement	Original source and location	Review and provenance

No evidence rows match these filters. Choose another scope or clear the search.

How to read the evidence

Sources and history

Release 2026-10-22-1b7cf027e4f6 · Record review: source checked

1 source record and release history

Zero-shot benchmarking of RNA language models: Supplementary Information · Original source · bbag098_supplymentary_information_20260209.docx from the Europe PMC supplementary files archive for PMC12963973

Download this release (gzip)

Technical metadata and extraction receipts

Stable ID: lit-rna-20261011-rnalm-zeroshot-config-uni-rna-l8-wang2026

areas: rna-transcriptomes
contexts: research
method types: foundation_model
reported name: Uni-RNA (L8)
foundation model eligible: true
parameters: Pretrained weights used without fine-tuning (zero-shot); attention maps, embeddings or token logits read out as described in the Methods
access reuse: Public download location listed in Supplementary Table 1
source locator: Supplementary Table 1 row 'Uni-RNA'
checkpoint: https://github.com/ComDec/unirna_tf (downloaded 2025/12/17; version column 'unirna_L12 (L12)/unirna_L16 (L16)/unirna_L8 (L8)'; variant label in results tables 'L8')
version: L8

Related records

Suggest a correction