rewire.itbenchmarks
Dataset subset

NABench SELEX assays (NABench split)

The split of NABench SELEX assays that NABench evaluated on. The upstream dataset release is not catalogued here, so no claim is made that this matches its original splits.

Research readiness

These checks assess whether the evidence supports a reproducible investigation. A source-checked score alone does not meet these requirements.

Release 2026-09-29-06401fd5b220 · Evidence verified: Not verified

Evidence incomplete

Replay metrics

Exact outcomes, predictions, identifiers and evaluator are connected.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • artifact hashes: verification is missing
  • join integrity: verification is missing
  • score semantics: verification is missing
  • metric replay: verification is missing

Verified: Not verified

Evidence incomplete

Investigate discrepancies

Replay evidence includes annotations and an assessment of dependence. Unknown independence permits descriptive analysis only.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • artifact hashes: verification is missing
  • join integrity: verification is missing
  • score semantics: verification is missing
  • metric replay: verification is missing
  • annotations: verification is missing
  • dependence: verification is missing

Verified: Not verified

Evidence incomplete

Run locally

A pinned recipe describes the inputs, environment and resource requirements.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • artifact hashes: verification is missing
  • join integrity: verification is missing
  • score semantics: verification is missing
  • recipe pinned: verification is missing
  • resource estimate: verification is missing

Verified: Not verified

Evidence incomplete

Validate independently

Separate data and exposure records support an independent test.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • artifact hashes: verification is missing
  • join integrity: verification is missing
  • score semantics: verification is missing
  • independent validation: verification is missing
  • overlap checked: verification is missing

Verified: Not verified

Readiness describes the evidence in this release. Availability on your computer is checked separately when an investigation runs. Existing data exposure can prevent independent validation even when files are available.

Artifacts and reproduction

No verified artifact manifest is connected to this record yet. The gaps above identify what is needed before analysis can begin.

Read reviewed discrepancy investigations

Evaluation results

155 evaluations · 155 results. Different protocols are not a single leaderboard.

Filter evaluations

Applied filters: All linked evaluations

Exact evaluated configurations and original reported results
Tested configurationProtocol and datasetFindingEvidence and details
Configuration: AIDO.RNATask: NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ
Dataset subset: NABench SELEX assays (NABench split)
0.599 spearman
correlation · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

AIDO.RNA on NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ

Aggregated by the NABench authors across NABench SELEX assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(AIDO.RNA), column(Few-shot Spearman ρ)
Configuration: AIDO.RNATask: NABench SELEX-RCV: Overall fitness prediction on NABench SELEX assays, Random cross validation Spearman ρ
Dataset subset: NABench SELEX assays (NABench split)
0.687 spearman
correlation · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

AIDO.RNA on NABench SELEX-RCV: Overall fitness prediction on NABench SELEX assays, Random cross validation Spearman ρ

Aggregated by the NABench authors across NABench SELEX assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(AIDO.RNA), column(Random cross validation Spearman ρ)
Configuration: AIDO.RNATask: NABench SELEX-ZS-AUC: Overall fitness prediction on NABench SELEX assays, Zero-shot AUC
Dataset subset: NABench SELEX assays (NABench split)
0.547 auc
fraction · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

AIDO.RNA on NABench SELEX-ZS-AUC: Overall fitness prediction on NABench SELEX assays, Zero-shot AUC

Aggregated by the NABench authors across NABench SELEX assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(AIDO.RNA), column(Zero-shot AUC)
Configuration: AIDO.RNATask: NABench SELEX-ZS-CORR: Overall fitness prediction on NABench SELEX assays, Zero-shot Spearman ρ
Dataset subset: NABench SELEX assays (NABench split)
0.08 spearman
correlation · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

AIDO.RNA on NABench SELEX-ZS-CORR: Overall fitness prediction on NABench SELEX assays, Zero-shot Spearman ρ

Aggregated by the NABench authors across NABench SELEX assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(AIDO.RNA), column(Zero-shot Spearman ρ)
Configuration: AIDO.RNATask: NABench SELEX-ZS-MCC: Overall fitness prediction on NABench SELEX assays, Zero-shot MCC
Dataset subset: NABench SELEX assays (NABench split)
0.045 mcc
correlation · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

AIDO.RNA on NABench SELEX-ZS-MCC: Overall fitness prediction on NABench SELEX assays, Zero-shot MCC

Aggregated by the NABench authors across NABench SELEX assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(AIDO.RNA), column(Zero-shot MCC)
Configuration: AIDO.RNATask: NABench SELEX-ZS-NDCG: Overall fitness prediction on NABench SELEX assays, Zero-shot NDCG
Dataset subset: NABench SELEX assays (NABench split)
0.266 ndcg
fraction · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

AIDO.RNA on NABench SELEX-ZS-NDCG: Overall fitness prediction on NABench SELEX assays, Zero-shot NDCG

Aggregated by the NABench authors across NABench SELEX assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(AIDO.RNA), column(Zero-shot NDCG)
Configuration: BiRNA-BERTTask: NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ
Dataset subset: NABench SELEX assays (NABench split)
0.588 spearman
correlation · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

BiRNA-BERT on NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ

Aggregated by the NABench authors across NABench SELEX assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(BiRNA-BERT), column(Few-shot Spearman ρ)
Configuration: BiRNA-BERTTask: NABench SELEX-RCV: Overall fitness prediction on NABench SELEX assays, Random cross validation Spearman ρ
Dataset subset: NABench SELEX assays (NABench split)
0.681 spearman
correlation · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

BiRNA-BERT on NABench SELEX-RCV: Overall fitness prediction on NABench SELEX assays, Random cross validation Spearman ρ

Aggregated by the NABench authors across NABench SELEX assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(BiRNA-BERT), column(Random cross validation Spearman ρ)
Configuration: BiRNA-BERTTask: NABench SELEX-ZS-AUC: Overall fitness prediction on NABench SELEX assays, Zero-shot AUC
Dataset subset: NABench SELEX assays (NABench split)
0.546 auc
fraction · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

BiRNA-BERT on NABench SELEX-ZS-AUC: Overall fitness prediction on NABench SELEX assays, Zero-shot AUC

Aggregated by the NABench authors across NABench SELEX assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(BiRNA-BERT), column(Zero-shot AUC)
Configuration: BiRNA-BERTTask: NABench SELEX-ZS-CORR: Overall fitness prediction on NABench SELEX assays, Zero-shot Spearman ρ
Dataset subset: NABench SELEX assays (NABench split)
0.076 spearman
correlation · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

BiRNA-BERT on NABench SELEX-ZS-CORR: Overall fitness prediction on NABench SELEX assays, Zero-shot Spearman ρ

Aggregated by the NABench authors across NABench SELEX assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(BiRNA-BERT), column(Zero-shot Spearman ρ)
Configuration: BiRNA-BERTTask: NABench SELEX-ZS-MCC: Overall fitness prediction on NABench SELEX assays, Zero-shot MCC
Dataset subset: NABench SELEX assays (NABench split)
0.041 mcc
correlation · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

BiRNA-BERT on NABench SELEX-ZS-MCC: Overall fitness prediction on NABench SELEX assays, Zero-shot MCC

Aggregated by the NABench authors across NABench SELEX assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(BiRNA-BERT), column(Zero-shot MCC)
Configuration: BiRNA-BERTTask: NABench SELEX-ZS-NDCG: Overall fitness prediction on NABench SELEX assays, Zero-shot NDCG
Dataset subset: NABench SELEX assays (NABench split)
0.3 ndcg
fraction · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

BiRNA-BERT on NABench SELEX-ZS-NDCG: Overall fitness prediction on NABench SELEX assays, Zero-shot NDCG

Aggregated by the NABench authors across NABench SELEX assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(BiRNA-BERT), column(Zero-shot NDCG)
Configuration: CraftsTask: NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ
Dataset subset: NABench SELEX assays (NABench split)
0.571 spearman
correlation · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

Crafts on NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ

Aggregated by the NABench authors across NABench SELEX assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(Crafts), column(Few-shot Spearman ρ)
Configuration: CraftsTask: NABench SELEX-RCV: Overall fitness prediction on NABench SELEX assays, Random cross validation Spearman ρ
Dataset subset: NABench SELEX assays (NABench split)
0.654 spearman
correlation · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

Crafts on NABench SELEX-RCV: Overall fitness prediction on NABench SELEX assays, Random cross validation Spearman ρ

Aggregated by the NABench authors across NABench SELEX assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(Crafts), column(Random cross validation Spearman ρ)
Configuration: CraftsTask: NABench SELEX-ZS-AUC: Overall fitness prediction on NABench SELEX assays, Zero-shot AUC
Dataset subset: NABench SELEX assays (NABench split)
0.56 auc
fraction · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

Crafts on NABench SELEX-ZS-AUC: Overall fitness prediction on NABench SELEX assays, Zero-shot AUC

Aggregated by the NABench authors across NABench SELEX assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(Crafts), column(Zero-shot AUC)
Configuration: CraftsTask: NABench SELEX-ZS-CORR: Overall fitness prediction on NABench SELEX assays, Zero-shot Spearman ρ
Dataset subset: NABench SELEX assays (NABench split)
0.104 spearman
correlation · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

Crafts on NABench SELEX-ZS-CORR: Overall fitness prediction on NABench SELEX assays, Zero-shot Spearman ρ

Aggregated by the NABench authors across NABench SELEX assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(Crafts), column(Zero-shot Spearman ρ)
Configuration: CraftsTask: NABench SELEX-ZS-MCC: Overall fitness prediction on NABench SELEX assays, Zero-shot MCC
Dataset subset: NABench SELEX assays (NABench split)
0.054 mcc
correlation · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

Crafts on NABench SELEX-ZS-MCC: Overall fitness prediction on NABench SELEX assays, Zero-shot MCC

Aggregated by the NABench authors across NABench SELEX assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(Crafts), column(Zero-shot MCC)
Configuration: CraftsTask: NABench SELEX-ZS-NDCG: Overall fitness prediction on NABench SELEX assays, Zero-shot NDCG
Dataset subset: NABench SELEX assays (NABench split)
0.283 ndcg
fraction · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

Crafts on NABench SELEX-ZS-NDCG: Overall fitness prediction on NABench SELEX assays, Zero-shot NDCG

Aggregated by the NABench authors across NABench SELEX assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(Crafts), column(Zero-shot NDCG)
Configuration: Dnabert_6Task: NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ
Dataset subset: NABench SELEX assays (NABench split)
0.544 spearman
correlation · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

Dnabert_6 on NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ

Aggregated by the NABench authors across NABench SELEX assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(Dnabert_6), column(Few-shot Spearman ρ)
Configuration: Dnabert_6Task: NABench SELEX-RCV: Overall fitness prediction on NABench SELEX assays, Random cross validation Spearman ρ
Dataset subset: NABench SELEX assays (NABench split)
0.606 spearman
correlation · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

Dnabert_6 on NABench SELEX-RCV: Overall fitness prediction on NABench SELEX assays, Random cross validation Spearman ρ

Aggregated by the NABench authors across NABench SELEX assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(Dnabert_6), column(Random cross validation Spearman ρ)
Configuration: Dnabert_6Task: NABench SELEX-ZS-AUC: Overall fitness prediction on NABench SELEX assays, Zero-shot AUC
Dataset subset: NABench SELEX assays (NABench split)
0.533 auc
fraction · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

Dnabert_6 on NABench SELEX-ZS-AUC: Overall fitness prediction on NABench SELEX assays, Zero-shot AUC

Aggregated by the NABench authors across NABench SELEX assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(Dnabert_6), column(Zero-shot AUC)
Configuration: Dnabert_6Task: NABench SELEX-ZS-CORR: Overall fitness prediction on NABench SELEX assays, Zero-shot Spearman ρ
Dataset subset: NABench SELEX assays (NABench split)
0.06 spearman
correlation · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

Dnabert_6 on NABench SELEX-ZS-CORR: Overall fitness prediction on NABench SELEX assays, Zero-shot Spearman ρ

Aggregated by the NABench authors across NABench SELEX assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(Dnabert_6), column(Zero-shot Spearman ρ)
Configuration: Dnabert_6Task: NABench SELEX-ZS-MCC: Overall fitness prediction on NABench SELEX assays, Zero-shot MCC
Dataset subset: NABench SELEX assays (NABench split)
0.035 mcc
correlation · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

Dnabert_6 on NABench SELEX-ZS-MCC: Overall fitness prediction on NABench SELEX assays, Zero-shot MCC

Aggregated by the NABench authors across NABench SELEX assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(Dnabert_6), column(Zero-shot MCC)
Configuration: Dnabert_6Task: NABench SELEX-ZS-NDCG: Overall fitness prediction on NABench SELEX assays, Zero-shot NDCG
Dataset subset: NABench SELEX assays (NABench split)
0.293 ndcg
fraction · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

Dnabert_6 on NABench SELEX-ZS-NDCG: Overall fitness prediction on NABench SELEX assays, Zero-shot NDCG

Aggregated by the NABench authors across NABench SELEX assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(Dnabert_6), column(Zero-shot NDCG)
Configuration: DnabertTask: NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ
Dataset subset: NABench SELEX assays (NABench split)
0.582 spearman
correlation · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

Dnabert on NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ

Aggregated by the NABench authors across NABench SELEX assays.

Aggregation: Not reported

NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(Dnabert), column(Few-shot Spearman ρ)

Source checking is not independent reproduction. Release 2026-09-29-06401fd5b220.

Subset and evaluation context

This record describes a particular subset or cohort used in an evaluation. Its results do not describe the full dataset.

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.

2 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-09-29-06401fd5b220
Property and statementOriginal source and locationReview and provenance
description
The split of NABench SELEX assays that NABench evaluated on. The upstream dataset release is not catalogued here, so no claim is made that this matches its original splits.
Context-only references
NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction

Original source ↗

No field-specific location recorded

Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Retrieved: 2026-09-17T08:06:28.183421+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: description

Source artifact SHA-256: fefd48d53b1a7eadf9e14db96adacc8e646304c1b592562d9f136f4508941350

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

name
NABench SELEX assays (NABench split)
Context-only references
NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction

Original source ↗

No field-specific location recorded

Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Retrieved: 2026-09-17T08:06:28.183421+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: name

Source artifact SHA-256: fefd48d53b1a7eadf9e14db96adacc8e646304c1b592562d9f136f4508941350

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Sources and history

View linked audit checks and correction history

Release 2026-09-29-06401fd5b220 · Record review: source checked

1 source records and release historyDownload this release
Technical metadata and extraction receipts

Stable ID: nabench-dataset-nabench-selex-assays

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rna-transcriptomes
missing metadata
version: unreported; url: unextracted
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