rewirebio.iobenchmarks
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Dnabert

Dnabert: Nucleotide foundation model.

43 evaluations · 43 results

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

43 evaluations · 43 results. Different protocols are not a single leaderboard.

Sorted by Spearman (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 configurationProtocol and datasetSpearmanAUROCMCCNDCG (cutoff not stated)
DnabertEvaluationNABench SELEX-RCV: Overall fitness prediction on NABench SELEX assays, Random cross validation Spearman ρ, NABench SELEX assays (NABench split)0.669 (best in column)Not reportedNot reportedNot reported
DnabertEvaluationNABench RCV-CORR-MRNA: Fitness prediction on mRNA assays, supervised, random cross validation, NABench mRNA assays (NABench split)0.63Not reportedNot reportedNot reported
DnabertEvaluationNABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ, NABench SELEX assays (NABench split)0.582Not reportedNot reportedNot reported
DnabertEvaluationNABench RCV-CORR-PROMOTER: Fitness prediction on promoter assays, supervised, random cross validation, NABench promoter assays (NABench split)0.579Not reportedNot reportedNot reported
DnabertEvaluationNABench RCV-CORR-TRNA: Fitness prediction on tRNA assays, supervised, random cross validation, NABench tRNA assays (NABench split)0.543Not reportedNot reportedNot reported
DnabertEvaluationNABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ, NABench deep mutational scanning assays (NABench split)0.473Not reportedNot reportedNot reported
DnabertEvaluationNABench RCV-CORR-RIBOZYME: Fitness prediction on ribozyme assays, supervised, random cross validation, NABench ribozyme assays (NABench split)0.46Not reportedNot reportedNot reported
DnabertEvaluationNABench RCV-CORR-APTAMER: Fitness prediction on aptamer assays, supervised, random cross validation, NABench aptamer assays (NABench split)0.426Not reportedNot reportedNot reported
DnabertEvaluationNABench CCV-CORR-RIBOZYME: Fitness prediction on ribozyme assays, supervised, contiguous cross validation, NABench ribozyme assays (NABench split)0.213Not reportedNot reportedNot reported
DnabertEvaluationNABench FS-CORR-APTAMER: Fitness prediction on aptamer assays, few-shot, NABench aptamer assays (NABench split)0.212Not reportedNot reportedNot reported
DnabertEvaluationNABench ZS-CORR-APTAMER: Fitness prediction on aptamer assays, zero-shot, NABench aptamer assays (NABench split)0.208Not reportedNot reportedNot reported
DnabertEvaluationNABench RCV-CORR-ENHANCER: Fitness prediction on enhancer assays, supervised, random cross validation, NABench enhancer assays (NABench split)0.206Not reportedNot reportedNot reported
DnabertEvaluationNABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot, NABench mRNA assays (NABench split)0.184Not reportedNot reportedNot reported
DnabertEvaluationNABench DMS-CCV: Overall fitness prediction on NABench deep mutational scanning assays, Contiguous cross validation Spearman ρ, NABench deep mutational scanning assays (NABench split)0.173Not reportedNot reportedNot reported
DnabertEvaluationNABench CCV-CORR-MRNA: Fitness prediction on mRNA assays, supervised, contiguous cross validation, NABench mRNA assays (NABench split)0.167Not reportedNot reportedNot reported
DnabertEvaluationNABench CCV-CORR-TRNA: Fitness prediction on tRNA assays, supervised, contiguous cross validation, NABench tRNA assays (NABench split)0.159Not reportedNot reportedNot reported
DnabertEvaluationNABench FS-CORR-RIBOZYME: Fitness prediction on ribozyme assays, few-shot, NABench ribozyme assays (NABench split)0.15Not reportedNot reportedNot reported
DnabertEvaluationNABench DMS-FS: Overall fitness prediction on NABench deep mutational scanning assays, Few-shot Spearman ρ, NABench deep mutational scanning assays (NABench split)0.142Not reportedNot reportedNot reported
DnabertEvaluationNABench FS-CORR-PROMOTER: Fitness prediction on promoter assays, few-shot, NABench promoter assays (NABench split)0.108Not reportedNot reportedNot reported
DnabertEvaluationNABench ZS-CORR-TRNA: Fitness prediction on tRNA assays, zero-shot, NABench tRNA assays (NABench split)0.104Not reportedNot reportedNot reported
DnabertEvaluationNABench FS-CORR-ENHANCER: Fitness prediction on enhancer assays, few-shot, NABench enhancer assays (NABench split)0.093Not reportedNot reportedNot reported
DnabertEvaluationNABench CCV-CORR-APTAMER: Fitness prediction on aptamer assays, supervised, contiguous cross validation, NABench aptamer assays (NABench split)0.08Not reportedNot reportedNot reported
DnabertEvaluationNABench DMS-ZS-CORR: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot Spearman ρ, NABench deep mutational scanning assays (NABench split)0.08Not reportedNot reportedNot reported
DnabertEvaluationNABench ZS-CORR-MRNA: Fitness prediction on mRNA assays, zero-shot, NABench mRNA assays (NABench split)0.074Not reportedNot reportedNot reported
DnabertEvaluationNABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shot, NABench tRNA assays (NABench split)0.068Not reportedNot reportedNot reported
DnabertEvaluationNABench SELEX-ZS-CORR: Overall fitness prediction on NABench SELEX assays, Zero-shot Spearman ρ, NABench SELEX assays (NABench split)0.067Not reportedNot reportedNot reported
DnabertEvaluationNABench ZS-CORR-PROMOTER: Fitness prediction on promoter assays, zero-shot, NABench promoter assays (NABench split)0.067Not reportedNot reportedNot reported
DnabertEvaluationNABench CCV-CORR-ENHANCER: Fitness prediction on enhancer assays, supervised, contiguous cross validation, NABench enhancer assays (NABench split)0.064Not reportedNot reportedNot reported
DnabertEvaluationNABench CCV-CORR-PROMOTER: Fitness prediction on promoter assays, supervised, contiguous cross validation, NABench promoter assays (NABench split)0.049Not reportedNot reportedNot reported
DnabertEvaluationNABench ZS-CORR-RIBOZYME: Fitness prediction on ribozyme assays, zero-shot, NABench ribozyme assays (NABench split)0.049Not reportedNot reportedNot reported
DnabertEvaluationNABench ZS-CORR-ENHANCER: Fitness prediction on enhancer assays, zero-shot, NABench enhancer assays (NABench split)0.038Not reportedNot reportedNot reported
DnabertEvaluationNABench DMS-ZS-AUC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot AUC, NABench deep mutational scanning assays (NABench split)Not reported0.539Not reportedNot reported
DnabertEvaluationNABench DMS-ZS-MCC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot MCC, NABench deep mutational scanning assays (NABench split)Not reportedNot reported0.045 (best in column)Not reported
DnabertEvaluationNABench DMS-ZS-NDCG: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot NDCG, NABench deep mutational scanning assays (NABench split)Not reportedNot reportedNot reported0.37 (best in column)
DnabertEvaluationNABench SELEX-ZS-AUC: Overall fitness prediction on NABench SELEX assays, Zero-shot AUC, NABench SELEX assays (NABench split)Not reported0.534Not reportedNot reported
DnabertEvaluationNABench SELEX-ZS-MCC: Overall fitness prediction on NABench SELEX assays, Zero-shot MCC, NABench SELEX assays (NABench split)Not reportedNot reported0.044Not reported
DnabertEvaluationNABench SELEX-ZS-NDCG: Overall fitness prediction on NABench SELEX assays, Zero-shot NDCG, NABench SELEX assays (NABench split)Not reportedNot reportedNot reported0.305
DnabertEvaluationNABench ZS-AUC-APTAMER: Fitness prediction on aptamer assays, zero-shot, NABench aptamer assays (NABench split)Not reported0.589 (best in column)Not reportedNot reported
DnabertEvaluationNABench ZS-AUC-ENHANCER: Fitness prediction on enhancer assays, zero-shot, NABench enhancer assays (NABench split)Not reported0.547Not reportedNot reported
DnabertEvaluationNABench ZS-AUC-MRNA: Fitness prediction on mRNA assays, zero-shot, NABench mRNA assays (NABench split)Not reported0.538Not reportedNot reported
DnabertEvaluationNABench ZS-AUC-PROMOTER: Fitness prediction on promoter assays, zero-shot, NABench promoter assays (NABench split)Not reported0.53Not reportedNot reported
DnabertEvaluationNABench ZS-AUC-RIBOZYME: Fitness prediction on ribozyme assays, zero-shot, NABench ribozyme assays (NABench split)Not reported0.525Not reportedNot reported
DnabertEvaluationNABench ZS-AUC-TRNA: Fitness prediction on tRNA assays, zero-shot, NABench tRNA assays (NABench split)Not reported0.561Not reportedNot reported
All 43 result rows with coverage, uncertainty and sources
Filter evaluations

Applied filters: All linked evaluations

Exact evaluated configurations and original reported results
Tested configurationProtocol and datasetFindingEvidence and details
Configuration: DnabertTask: NABench CCV-CORR-APTAMER: Fitness prediction on aptamer assays, supervised, contiguous cross validation
Dataset subset: NABench aptamer assays (NABench split)
0.08 Spearman
unitless · higher

Uncertainty: Not yet extracted

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

Dnabert on NABench CCV-CORR-APTAMER: Fitness prediction on aptamer assays, supervised, contiguous cross validation

Scored supervised, contiguous cross validation across the NABench aptamer assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 11, row(Dnabert), column(aptamer)
Configuration: DnabertTask: NABench CCV-CORR-ENHANCER: Fitness prediction on enhancer assays, supervised, contiguous cross validation
Dataset subset: NABench enhancer assays (NABench split)
0.064 Spearman
unitless · higher

Uncertainty: Not yet extracted

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

Dnabert on NABench CCV-CORR-ENHANCER: Fitness prediction on enhancer assays, supervised, contiguous cross validation

Scored supervised, contiguous cross validation across the NABench enhancer assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 11, row(Dnabert), column(enhancer)
Configuration: DnabertTask: NABench CCV-CORR-MRNA: Fitness prediction on mRNA assays, supervised, contiguous cross validation
Dataset subset: NABench mRNA assays (NABench split)
0.167 Spearman
unitless · higher

Uncertainty: Not yet extracted

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

Dnabert on NABench CCV-CORR-MRNA: Fitness prediction on mRNA assays, supervised, contiguous cross validation

Scored supervised, contiguous cross validation across the NABench mRNA assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 11, row(Dnabert), column(mRNA)
Configuration: DnabertTask: NABench CCV-CORR-PROMOTER: Fitness prediction on promoter assays, supervised, contiguous cross validation
Dataset subset: NABench promoter assays (NABench split)
0.049 Spearman
unitless · higher

Uncertainty: Not yet extracted

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

Dnabert on NABench CCV-CORR-PROMOTER: Fitness prediction on promoter assays, supervised, contiguous cross validation

Scored supervised, contiguous cross validation across the NABench promoter assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 11, row(Dnabert), column(promoter)
Configuration: DnabertTask: NABench CCV-CORR-RIBOZYME: Fitness prediction on ribozyme assays, supervised, contiguous cross validation
Dataset subset: NABench ribozyme assays (NABench split)
0.213 Spearman
unitless · higher

Uncertainty: Not yet extracted

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

Dnabert on NABench CCV-CORR-RIBOZYME: Fitness prediction on ribozyme assays, supervised, contiguous cross validation

Scored supervised, contiguous cross validation across the NABench ribozyme assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 11, row(Dnabert), column(ribozyme)
Configuration: DnabertTask: NABench CCV-CORR-TRNA: Fitness prediction on tRNA assays, supervised, contiguous cross validation
Dataset subset: NABench tRNA assays (NABench split)
0.159 Spearman
unitless · higher

Uncertainty: Not yet extracted

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

Dnabert on NABench CCV-CORR-TRNA: Fitness prediction on tRNA assays, supervised, contiguous cross validation

Scored supervised, contiguous cross validation across the NABench tRNA assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 11, row(Dnabert), column(tRNA)
Configuration: DnabertTask: NABench DMS-CCV: Overall fitness prediction on NABench deep mutational scanning assays, Contiguous cross validation Spearman ρ
Dataset subset: NABench deep mutational scanning assays (NABench split)
0.173 Spearman
unitless · higher

Uncertainty: Not yet extracted

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

Dnabert on NABench DMS-CCV: Overall fitness prediction on NABench deep mutational scanning assays, Contiguous cross validation Spearman ρ

Aggregated by the NABench authors across NABench deep mutational scanning assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 6, row(Dnabert), column(Contiguous cross validation Spearman ρ)
Configuration: DnabertTask: NABench DMS-FS: Overall fitness prediction on NABench deep mutational scanning assays, Few-shot Spearman ρ
Dataset subset: NABench deep mutational scanning assays (NABench split)
0.142 Spearman
unitless · higher

Uncertainty: Not yet extracted

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

Dnabert on NABench DMS-FS: Overall fitness prediction on NABench deep mutational scanning assays, Few-shot Spearman ρ

Aggregated by the NABench authors across NABench deep mutational scanning assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 6, row(Dnabert), column(Few-shot Spearman ρ)
Configuration: DnabertTask: NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ
Dataset subset: NABench deep mutational scanning assays (NABench split)
0.473 Spearman
unitless · higher

Uncertainty: Not yet extracted

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

Dnabert on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ

Aggregated by the NABench authors across NABench deep mutational scanning assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 6, row(Dnabert), column(Random cross validation Spearman ρ)
Configuration: DnabertTask: NABench DMS-ZS-AUC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot AUC
Dataset subset: NABench deep mutational scanning assays (NABench split)
0.539 AUROC
unitless · higher

Uncertainty: Not yet extracted

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

Dnabert on NABench DMS-ZS-AUC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot AUC

Aggregated by the NABench authors across NABench deep mutational scanning assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 6, row(Dnabert), column(Zero-shot AUC)
Configuration: DnabertTask: NABench DMS-ZS-CORR: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot Spearman ρ
Dataset subset: NABench deep mutational scanning assays (NABench split)
0.08 Spearman
unitless · higher

Uncertainty: Not yet extracted

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

Dnabert on NABench DMS-ZS-CORR: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot Spearman ρ

Aggregated by the NABench authors across NABench deep mutational scanning assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 6, row(Dnabert), column(Zero-shot Spearman ρ)
Configuration: DnabertTask: NABench DMS-ZS-MCC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot MCC
Dataset subset: NABench deep mutational scanning assays (NABench split)
0.045 MCC
unitless · higher

Uncertainty: Not yet extracted

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

Dnabert on NABench DMS-ZS-MCC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot MCC

Aggregated by the NABench authors across NABench deep mutational scanning assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 6, row(Dnabert), column(Zero-shot MCC)
Configuration: DnabertTask: NABench DMS-ZS-NDCG: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot NDCG
Dataset subset: NABench deep mutational scanning assays (NABench split)
0.37 NDCG (cutoff not stated)
unitless · higher

Uncertainty: Not yet extracted

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

Dnabert on NABench DMS-ZS-NDCG: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot NDCG

Aggregated by the NABench authors across NABench deep mutational scanning assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 6, row(Dnabert), column(Zero-shot NDCG)
Configuration: DnabertTask: NABench FS-CORR-APTAMER: Fitness prediction on aptamer assays, few-shot
Dataset subset: NABench aptamer assays (NABench split)
0.212 Spearman
unitless · higher

Uncertainty: Not yet extracted

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

Dnabert on NABench FS-CORR-APTAMER: Fitness prediction on aptamer assays, few-shot

Scored few-shot across the NABench aptamer assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(Dnabert), column(aptamer)
Configuration: DnabertTask: NABench FS-CORR-ENHANCER: Fitness prediction on enhancer assays, few-shot
Dataset subset: NABench enhancer assays (NABench split)
0.093 Spearman
unitless · higher

Uncertainty: Not yet extracted

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

Dnabert on NABench FS-CORR-ENHANCER: Fitness prediction on enhancer assays, few-shot

Scored few-shot across the NABench enhancer assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(Dnabert), column(enhancer)
Configuration: DnabertTask: NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot
Dataset subset: NABench mRNA assays (NABench split)
0.184 Spearman
unitless · higher

Uncertainty: Not yet extracted

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

Dnabert on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot

Scored few-shot across the NABench mRNA assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(Dnabert), column(mRNA)
Configuration: DnabertTask: NABench FS-CORR-PROMOTER: Fitness prediction on promoter assays, few-shot
Dataset subset: NABench promoter assays (NABench split)
0.108 Spearman
unitless · higher

Uncertainty: Not yet extracted

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

Dnabert on NABench FS-CORR-PROMOTER: Fitness prediction on promoter assays, few-shot

Scored few-shot across the NABench promoter assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(Dnabert), column(promoter)
Configuration: DnabertTask: NABench FS-CORR-RIBOZYME: Fitness prediction on ribozyme assays, few-shot
Dataset subset: NABench ribozyme assays (NABench split)
0.15 Spearman
unitless · higher

Uncertainty: Not yet extracted

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

Dnabert on NABench FS-CORR-RIBOZYME: Fitness prediction on ribozyme assays, few-shot

Scored few-shot across the NABench ribozyme assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(Dnabert), column(ribozyme)
Configuration: DnabertTask: NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shot
Dataset subset: NABench tRNA assays (NABench split)
0.068 Spearman
unitless · higher

Uncertainty: Not yet extracted

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

Dnabert on NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shot

Scored few-shot across the NABench tRNA assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(Dnabert), column(tRNA)
Configuration: DnabertTask: NABench RCV-CORR-APTAMER: Fitness prediction on aptamer assays, supervised, random cross validation
Dataset subset: NABench aptamer assays (NABench split)
0.426 Spearman
unitless · higher

Uncertainty: Not yet extracted

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

Dnabert on NABench RCV-CORR-APTAMER: Fitness prediction on aptamer assays, supervised, random cross validation

Scored supervised, random cross validation across the NABench aptamer assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 10, row(Dnabert), column(aptamer)
Configuration: DnabertTask: NABench RCV-CORR-ENHANCER: Fitness prediction on enhancer assays, supervised, random cross validation
Dataset subset: NABench enhancer assays (NABench split)
0.206 Spearman
unitless · higher

Uncertainty: Not yet extracted

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

Dnabert on NABench RCV-CORR-ENHANCER: Fitness prediction on enhancer assays, supervised, random cross validation

Scored supervised, random cross validation across the NABench enhancer assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 10, row(Dnabert), column(enhancer)
Configuration: DnabertTask: NABench RCV-CORR-MRNA: Fitness prediction on mRNA assays, supervised, random cross validation
Dataset subset: NABench mRNA assays (NABench split)
0.63 Spearman
unitless · higher

Uncertainty: Not yet extracted

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

Dnabert on NABench RCV-CORR-MRNA: Fitness prediction on mRNA assays, supervised, random cross validation

Scored supervised, random cross validation across the NABench mRNA assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 10, row(Dnabert), column(mRNA)
Configuration: DnabertTask: NABench RCV-CORR-PROMOTER: Fitness prediction on promoter assays, supervised, random cross validation
Dataset subset: NABench promoter assays (NABench split)
0.579 Spearman
unitless · higher

Uncertainty: Not yet extracted

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

Dnabert on NABench RCV-CORR-PROMOTER: Fitness prediction on promoter assays, supervised, random cross validation

Scored supervised, random cross validation across the NABench promoter assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 10, row(Dnabert), column(promoter)
Configuration: DnabertTask: NABench RCV-CORR-RIBOZYME: Fitness prediction on ribozyme assays, supervised, random cross validation
Dataset subset: NABench ribozyme assays (NABench split)
0.46 Spearman
unitless · higher

Uncertainty: Not yet extracted

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

Dnabert on NABench RCV-CORR-RIBOZYME: Fitness prediction on ribozyme assays, supervised, random cross validation

Scored supervised, random cross validation across the NABench ribozyme assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 10, row(Dnabert), column(ribozyme)
Configuration: DnabertTask: NABench RCV-CORR-TRNA: Fitness prediction on tRNA assays, supervised, random cross validation
Dataset subset: NABench tRNA assays (NABench split)
0.543 Spearman
unitless · higher

Uncertainty: Not yet extracted

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

Dnabert on NABench RCV-CORR-TRNA: Fitness prediction on tRNA assays, supervised, random cross validation

Scored supervised, random cross validation across the NABench tRNA assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 10, row(Dnabert), column(tRNA)

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Stable ID: nabench-method-dnabert

areas
rna-transcriptomes
source locator
Table 7, row(Dnabert)
missing metadata
checkpoint revision: reason: unreported; parameters: reason: unextracted
provenance note
Nucleotide foundation model evaluated by the NABench authors under their fitness prediction protocol.
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