Configuration

AIDO.RNA (1.6B) (zero-shot, Wang et al. 2026)

AIDO.RNA (1.6B) 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)
AIDO.RNA (1.6B) (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)	0.949±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
AIDO.RNA (1.6B) (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)	0.891±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
AIDO.RNA (1.6B) (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	0.617±0.079	Not reported	Not reported	Not reported	Not reported	Not reported
AIDO.RNA (1.6B) (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	0.595	Not reported	Not reported	Not reported	Not reported
AIDO.RNA (1.6B) (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	0.171±0.115	Not reported
AIDO.RNA (1.6B) (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	0.155
AIDO.RNA (1.6B) (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	0.237±0.166	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported
AIDO.RNA (1.6B) (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	0.214	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported
AIDO.RNA (1.6B) (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	0.585±0.067	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported
AIDO.RNA (1.6B) (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	0.564	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported
AIDO.RNA (1.6B) (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	0.121±0.100	Not reported	Not reported	Not reported
AIDO.RNA (1.6B) (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	0.098	Not reported	Not reported
AIDO.RNA (1.6B) (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	0.175±0.135	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported
AIDO.RNA (1.6B) (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	0.136	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported	Not reported
AIDO.RNA (1.6B) (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	0.508±0.263	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
AIDO.RNA (1.6B) (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	0.579	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
AIDO.RNA (1.6B) (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	0.518±0.258	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
AIDO.RNA (1.6B) (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	0.595	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
AIDO.RNA (1.6B) (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	0.512±0.262 (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
AIDO.RNA (1.6B) (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	0.6 (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
AIDO.RNA (1.6B) (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	0.520±0.263 (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
AIDO.RNA (1.6B) (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	0.618 (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
AIDO.RNA (1.6B) (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	0.836±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
AIDO.RNA (1.6B) (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	0.931±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
AIDO.RNA (1.6B) (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	0.859±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
AIDO.RNA (1.6B) (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	0.717±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
AIDO.RNA (1.6B) (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	0.718±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
AIDO.RNA (1.6B) (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	0.805±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
AIDO.RNA (1.6B) (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	0.767±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
AIDO.RNA (1.6B) (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	0.532±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
AIDO.RNA (1.6B) (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	0.868±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
AIDO.RNA (1.6B) (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	0.884±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
AIDO.RNA (1.6B) (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	0.767±0.002 (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
AIDO.RNA (1.6B) (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	0.756±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
AIDO.RNA (1.6B) (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	0.802±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
AIDO.RNA (1.6B) (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	0.591±0.002	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

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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: AIDO.RNA (1.6B) (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)	0.617±0.079 AUROC (WT-LLR; mean over assays) unitless · higher Uncertainty: SD 0.079 Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source AIDO.RNA (1.6B) 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 'AIDO.RNA (1.6B)', column 'AUC' (Mean ± Std)
Configuration: AIDO.RNA (1.6B) (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)	0.595 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 AIDO.RNA (1.6B) 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 'AIDO.RNA (1.6B)', column 'AUC' (Median)
Configuration: AIDO.RNA (1.6B) (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)	0.171±0.115 MCC (WT-LLR; mean over assays) unitless · higher Uncertainty: SD 0.115 Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source AIDO.RNA (1.6B) 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 'AIDO.RNA (1.6B)', column 'MCC' (Mean ± Std)
Configuration: AIDO.RNA (1.6B) (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)	0.155 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 AIDO.RNA (1.6B) 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 'AIDO.RNA (1.6B)', column 'MCC' (Median)
Configuration: AIDO.RNA (1.6B) (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)	0.237±0.166 Absolute spearman correlation (WT-LLR; mean over assays) unitless · higher Uncertainty: SD 0.166 Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source AIDO.RNA (1.6B) 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 'AIDO.RNA (1.6B)', column 'SR' (Mean ± Std)
Configuration: AIDO.RNA (1.6B) (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)	0.214 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 AIDO.RNA (1.6B) 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 'AIDO.RNA (1.6B)', column 'SR' (Median)
Configuration: AIDO.RNA (1.6B) (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)	0.585±0.067 AUROC (PLL-D; mean over assays) unitless · higher Uncertainty: SD 0.067 Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source AIDO.RNA (1.6B) 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 'AIDO.RNA (1.6B)', column 'AUC' (Mean ± Std)
Configuration: AIDO.RNA (1.6B) (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)	0.564 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 AIDO.RNA (1.6B) 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 'AIDO.RNA (1.6B)', column 'AUC' (Median)
Configuration: AIDO.RNA (1.6B) (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)	0.121±0.100 MCC (PLL-D; mean over assays) unitless · higher Uncertainty: SD 0.100 Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source AIDO.RNA (1.6B) 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 'AIDO.RNA (1.6B)', column 'MCC' (Mean ± Std)
Configuration: AIDO.RNA (1.6B) (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)	0.098 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 AIDO.RNA (1.6B) 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 'AIDO.RNA (1.6B)', column 'MCC' (Median)
Configuration: AIDO.RNA (1.6B) (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)	0.175±0.135 Absolute spearman correlation (PLL-D; mean over assays) unitless · higher Uncertainty: SD 0.135 Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source AIDO.RNA (1.6B) 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 'AIDO.RNA (1.6B)', column 'SR' (Mean ± Std)
Configuration: AIDO.RNA (1.6B) (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)	0.136 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 AIDO.RNA (1.6B) 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 'AIDO.RNA (1.6B)', column 'SR' (Median)
Configuration: AIDO.RNA (1.6B) (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)	0.508±0.263 F1 (attention; mean over structures) unitless · higher Uncertainty: SD 0.263 Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source AIDO.RNA (1.6B) 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 'AIDO.RNA (1.6B)', column 'F1 score' (Mean ± Std)
Configuration: AIDO.RNA (1.6B) (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)	0.579 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 AIDO.RNA (1.6B) 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 'AIDO.RNA (1.6B)', column 'F1 score' (Median)
Configuration: AIDO.RNA (1.6B) (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)	0.518±0.258 MCC (attention; mean over structures) unitless · higher Uncertainty: SD 0.258 Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source AIDO.RNA (1.6B) 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 'AIDO.RNA (1.6B)', column 'MCC' (Mean ± Std)
Configuration: AIDO.RNA (1.6B) (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)	0.595 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 AIDO.RNA (1.6B) 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 'AIDO.RNA (1.6B)', column 'MCC' (Median)
Configuration: AIDO.RNA (1.6B) (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)	0.512±0.262 F1 (attention; mean over structures) unitless · higher Uncertainty: SD 0.262 Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source AIDO.RNA (1.6B) 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 'AIDO.RNA (1.6B)', column 'F1 score' (Mean ± Std)
Configuration: AIDO.RNA (1.6B) (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)	0.6 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 AIDO.RNA (1.6B) 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 'AIDO.RNA (1.6B)', column 'F1 score' (Median)
Configuration: AIDO.RNA (1.6B) (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)	0.520±0.263 MCC (attention; mean over structures) unitless · higher Uncertainty: SD 0.263 Coverage: Not reported scored / Not reported eligible	Independent external evaluation · Source checked Methods, coverage and source AIDO.RNA (1.6B) 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 'AIDO.RNA (1.6B)', column 'MCC' (Mean ± Std)
Configuration: AIDO.RNA (1.6B) (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)	0.618 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 AIDO.RNA (1.6B) 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 'AIDO.RNA (1.6B)', column 'MCC' (Median)
Configuration: AIDO.RNA (1.6B) (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)	0.836±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 AIDO.RNA (1.6B) 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 'AIDO.RNA (1.6B)', column '1 − OR'
Configuration: AIDO.RNA (1.6B) (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)	0.931±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 AIDO.RNA (1.6B) 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 'AIDO.RNA (1.6B)', column 'AUC'
Configuration: AIDO.RNA (1.6B) (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)	0.859±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 AIDO.RNA (1.6B) 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 'AIDO.RNA (1.6B)', column 'F1'
Configuration: AIDO.RNA (1.6B) (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)	0.717±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 AIDO.RNA (1.6B) 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 'AIDO.RNA (1.6B)', column 'MCC'
Configuration: AIDO.RNA (1.6B) (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)	0.718±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 AIDO.RNA (1.6B) 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 'AIDO.RNA (1.6B)', column '1 − OR'

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Stable ID: lit-rna-20261011-rnalm-zeroshot-config-aido-rna-1-6b-wang2026

areas: rna-transcriptomes
contexts: research
method types: foundation_model
reported name: AIDO.RNA (1.6B)
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 'AIDO.RNA'
checkpoint: https://github.com/genbio-ai/AIDO (downloaded 2024/12/11; version column 'AIDO.RNA-650M (650M)/AIDO.RNA-1B600M (1.6B)'; variant label in results tables '1.6B')
version: 1.6B

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