rewirebio.iobenchmarks
Dataset

DNALONGBENCH Transcription initiation signal prediction test set

Held-out test data for the DNALONGBENCH Transcription initiation signal prediction task.

Evaluation results

5 evaluations · 30 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: Caduceus-Ph (DNALONGBENCH)Protocol: DNALONGBENCH Transcription initiation signal prediction (Table 6)
Dataset: DNALONGBENCH Transcription initiation signal prediction test set
0.109 Pearson (average over TISP conditions as printed)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Caduceus-Ph on DNALONGBENCH TISP

lit-genomics-20261011-dnalongbench-protocol-tisp

Aggregation: Not reported

DNALONGBENCH: a benchmark suite for long-range DNA prediction tasks · Table 6, row 'Caduceus-Ph', column 'Avg'
Configuration: Caduceus-Ph (DNALONGBENCH)Protocol: DNALONGBENCH Transcription initiation signal prediction (Table 6)
Dataset: DNALONGBENCH Transcription initiation signal prediction test set
0.088 Pearson (EC (ENCODE CAGE))
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Caduceus-Ph on DNALONGBENCH TISP

lit-genomics-20261011-dnalongbench-protocol-tisp

Aggregation: Not reported

DNALONGBENCH: a benchmark suite for long-range DNA prediction tasks · Table 6, row 'Caduceus-Ph', column 'EC'
Configuration: Caduceus-Ph (DNALONGBENCH)Protocol: DNALONGBENCH Transcription initiation signal prediction (Table 6)
Dataset: DNALONGBENCH Transcription initiation signal prediction test set
0.088 Pearson (ER (ENCODE RAMPAGE))
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Caduceus-Ph on DNALONGBENCH TISP

lit-genomics-20261011-dnalongbench-protocol-tisp

Aggregation: Not reported

DNALONGBENCH: a benchmark suite for long-range DNA prediction tasks · Table 6, row 'Caduceus-Ph', column 'ER'
Configuration: Caduceus-Ph (DNALONGBENCH)Protocol: DNALONGBENCH Transcription initiation signal prediction (Table 6)
Dataset: DNALONGBENCH Transcription initiation signal prediction test set
0.114 Pearson (FC (FANTOM CAGE))
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Caduceus-Ph on DNALONGBENCH TISP

lit-genomics-20261011-dnalongbench-protocol-tisp

Aggregation: Not reported

DNALONGBENCH: a benchmark suite for long-range DNA prediction tasks · Table 6, row 'Caduceus-Ph', column 'FC'
Configuration: Caduceus-Ph (DNALONGBENCH)Protocol: DNALONGBENCH Transcription initiation signal prediction (Table 6)
Dataset: DNALONGBENCH Transcription initiation signal prediction test set
0.097 Pearson (GC (GRO-cap))
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Caduceus-Ph on DNALONGBENCH TISP

lit-genomics-20261011-dnalongbench-protocol-tisp

Aggregation: Not reported

DNALONGBENCH: a benchmark suite for long-range DNA prediction tasks · Table 6, row 'Caduceus-Ph', column 'GC'
Configuration: Caduceus-Ph (DNALONGBENCH)Protocol: DNALONGBENCH Transcription initiation signal prediction (Table 6)
Dataset: DNALONGBENCH Transcription initiation signal prediction test set
0.154 Pearson (PC (PRO-cap))
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Caduceus-Ph on DNALONGBENCH TISP

lit-genomics-20261011-dnalongbench-protocol-tisp

Aggregation: Not reported

DNALONGBENCH: a benchmark suite for long-range DNA prediction tasks · Table 6, row 'Caduceus-Ph', column 'PC'
Configuration: Caduceus-PS (DNALONGBENCH)Protocol: DNALONGBENCH Transcription initiation signal prediction (Table 6)
Dataset: DNALONGBENCH Transcription initiation signal prediction test set
0.108 Pearson (average over TISP conditions as printed)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Caduceus-PS on DNALONGBENCH TISP

lit-genomics-20261011-dnalongbench-protocol-tisp

Aggregation: Not reported

DNALONGBENCH: a benchmark suite for long-range DNA prediction tasks · Table 6, row 'Caduceus-PS', column 'Avg'
Configuration: Caduceus-PS (DNALONGBENCH)Protocol: DNALONGBENCH Transcription initiation signal prediction (Table 6)
Dataset: DNALONGBENCH Transcription initiation signal prediction test set
0.088 Pearson (EC (ENCODE CAGE))
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Caduceus-PS on DNALONGBENCH TISP

lit-genomics-20261011-dnalongbench-protocol-tisp

Aggregation: Not reported

DNALONGBENCH: a benchmark suite for long-range DNA prediction tasks · Table 6, row 'Caduceus-PS', column 'EC'
Configuration: Caduceus-PS (DNALONGBENCH)Protocol: DNALONGBENCH Transcription initiation signal prediction (Table 6)
Dataset: DNALONGBENCH Transcription initiation signal prediction test set
0.09 Pearson (ER (ENCODE RAMPAGE))
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Caduceus-PS on DNALONGBENCH TISP

lit-genomics-20261011-dnalongbench-protocol-tisp

Aggregation: Not reported

DNALONGBENCH: a benchmark suite for long-range DNA prediction tasks · Table 6, row 'Caduceus-PS', column 'ER'
Configuration: Caduceus-PS (DNALONGBENCH)Protocol: DNALONGBENCH Transcription initiation signal prediction (Table 6)
Dataset: DNALONGBENCH Transcription initiation signal prediction test set
0.113 Pearson (FC (FANTOM CAGE))
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Caduceus-PS on DNALONGBENCH TISP

lit-genomics-20261011-dnalongbench-protocol-tisp

Aggregation: Not reported

DNALONGBENCH: a benchmark suite for long-range DNA prediction tasks · Table 6, row 'Caduceus-PS', column 'FC'
Configuration: Caduceus-PS (DNALONGBENCH)Protocol: DNALONGBENCH Transcription initiation signal prediction (Table 6)
Dataset: DNALONGBENCH Transcription initiation signal prediction test set
0.102 Pearson (GC (GRO-cap))
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Caduceus-PS on DNALONGBENCH TISP

lit-genomics-20261011-dnalongbench-protocol-tisp

Aggregation: Not reported

DNALONGBENCH: a benchmark suite for long-range DNA prediction tasks · Table 6, row 'Caduceus-PS', column 'GC'
Configuration: Caduceus-PS (DNALONGBENCH)Protocol: DNALONGBENCH Transcription initiation signal prediction (Table 6)
Dataset: DNALONGBENCH Transcription initiation signal prediction test set
0.156 Pearson (PC (PRO-cap))
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Caduceus-PS on DNALONGBENCH TISP

lit-genomics-20261011-dnalongbench-protocol-tisp

Aggregation: Not reported

DNALONGBENCH: a benchmark suite for long-range DNA prediction tasks · Table 6, row 'Caduceus-PS', column 'PC'
Configuration: CNN (DNALONGBENCH, TISP)Protocol: DNALONGBENCH Transcription initiation signal prediction (Table 6)
Dataset: DNALONGBENCH Transcription initiation signal prediction test set
0.042 Pearson (average over TISP conditions as printed)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

CNN on DNALONGBENCH TISP

lit-genomics-20261011-dnalongbench-protocol-tisp

Aggregation: Not reported

DNALONGBENCH: a benchmark suite for long-range DNA prediction tasks · Table 6, row 'CNN', column 'Avg'
Configuration: CNN (DNALONGBENCH, TISP)Protocol: DNALONGBENCH Transcription initiation signal prediction (Table 6)
Dataset: DNALONGBENCH Transcription initiation signal prediction test set
0.038 Pearson (EC (ENCODE CAGE))
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

CNN on DNALONGBENCH TISP

lit-genomics-20261011-dnalongbench-protocol-tisp

Aggregation: Not reported

DNALONGBENCH: a benchmark suite for long-range DNA prediction tasks · Table 6, row 'CNN', column 'EC'
Configuration: CNN (DNALONGBENCH, TISP)Protocol: DNALONGBENCH Transcription initiation signal prediction (Table 6)
Dataset: DNALONGBENCH Transcription initiation signal prediction test set
0.043 Pearson (ER (ENCODE RAMPAGE))
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

CNN on DNALONGBENCH TISP

lit-genomics-20261011-dnalongbench-protocol-tisp

Aggregation: Not reported

DNALONGBENCH: a benchmark suite for long-range DNA prediction tasks · Table 6, row 'CNN', column 'ER'
Configuration: CNN (DNALONGBENCH, TISP)Protocol: DNALONGBENCH Transcription initiation signal prediction (Table 6)
Dataset: DNALONGBENCH Transcription initiation signal prediction test set
0.029 Pearson (FC (FANTOM CAGE))
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

CNN on DNALONGBENCH TISP

lit-genomics-20261011-dnalongbench-protocol-tisp

Aggregation: Not reported

DNALONGBENCH: a benchmark suite for long-range DNA prediction tasks · Table 6, row 'CNN', column 'FC'
Configuration: CNN (DNALONGBENCH, TISP)Protocol: DNALONGBENCH Transcription initiation signal prediction (Table 6)
Dataset: DNALONGBENCH Transcription initiation signal prediction test set
0.037 Pearson (GC (GRO-cap))
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

CNN on DNALONGBENCH TISP

lit-genomics-20261011-dnalongbench-protocol-tisp

Aggregation: Not reported

DNALONGBENCH: a benchmark suite for long-range DNA prediction tasks · Table 6, row 'CNN', column 'GC'
Configuration: CNN (DNALONGBENCH, TISP)Protocol: DNALONGBENCH Transcription initiation signal prediction (Table 6)
Dataset: DNALONGBENCH Transcription initiation signal prediction test set
0.066 Pearson (PC (PRO-cap))
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

CNN on DNALONGBENCH TISP

lit-genomics-20261011-dnalongbench-protocol-tisp

Aggregation: Not reported

DNALONGBENCH: a benchmark suite for long-range DNA prediction tasks · Table 6, row 'CNN', column 'PC'
Configuration: Puffin-D (DNALONGBENCH)Protocol: DNALONGBENCH Transcription initiation signal prediction (Table 6)
Dataset: DNALONGBENCH Transcription initiation signal prediction test set
0.733 Pearson (average over TISP conditions as printed)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Expert Model on DNALONGBENCH TISP

lit-genomics-20261011-dnalongbench-protocol-tisp

Aggregation: Not reported

DNALONGBENCH: a benchmark suite for long-range DNA prediction tasks · Table 6, row 'Expert Model', column 'Avg'
Configuration: Puffin-D (DNALONGBENCH)Protocol: DNALONGBENCH Transcription initiation signal prediction (Table 6)
Dataset: DNALONGBENCH Transcription initiation signal prediction test set
0.71 Pearson (EC (ENCODE CAGE))
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Expert Model on DNALONGBENCH TISP

lit-genomics-20261011-dnalongbench-protocol-tisp

Aggregation: Not reported

DNALONGBENCH: a benchmark suite for long-range DNA prediction tasks · Table 6, row 'Expert Model', column 'EC'
Configuration: Puffin-D (DNALONGBENCH)Protocol: DNALONGBENCH Transcription initiation signal prediction (Table 6)
Dataset: DNALONGBENCH Transcription initiation signal prediction test set
0.749 Pearson (ER (ENCODE RAMPAGE))
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Expert Model on DNALONGBENCH TISP

lit-genomics-20261011-dnalongbench-protocol-tisp

Aggregation: Not reported

DNALONGBENCH: a benchmark suite for long-range DNA prediction tasks · Table 6, row 'Expert Model', column 'ER'
Configuration: Puffin-D (DNALONGBENCH)Protocol: DNALONGBENCH Transcription initiation signal prediction (Table 6)
Dataset: DNALONGBENCH Transcription initiation signal prediction test set
0.808 Pearson (FC (FANTOM CAGE))
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Expert Model on DNALONGBENCH TISP

lit-genomics-20261011-dnalongbench-protocol-tisp

Aggregation: Not reported

DNALONGBENCH: a benchmark suite for long-range DNA prediction tasks · Table 6, row 'Expert Model', column 'FC'
Configuration: Puffin-D (DNALONGBENCH)Protocol: DNALONGBENCH Transcription initiation signal prediction (Table 6)
Dataset: DNALONGBENCH Transcription initiation signal prediction test set
0.624 Pearson (GC (GRO-cap))
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Expert Model on DNALONGBENCH TISP

lit-genomics-20261011-dnalongbench-protocol-tisp

Aggregation: Not reported

DNALONGBENCH: a benchmark suite for long-range DNA prediction tasks · Table 6, row 'Expert Model', column 'GC'
Configuration: Puffin-D (DNALONGBENCH)Protocol: DNALONGBENCH Transcription initiation signal prediction (Table 6)
Dataset: DNALONGBENCH Transcription initiation signal prediction test set
0.774 Pearson (PC (PRO-cap))
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Expert Model on DNALONGBENCH TISP

lit-genomics-20261011-dnalongbench-protocol-tisp

Aggregation: Not reported

DNALONGBENCH: a benchmark suite for long-range DNA prediction tasks · Table 6, row 'Expert Model', column 'PC'
Configuration: HyenaDNA (DNALONGBENCH)Protocol: DNALONGBENCH Transcription initiation signal prediction (Table 6)
Dataset: DNALONGBENCH Transcription initiation signal prediction test set
0.132 Pearson (average over TISP conditions as printed)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

HyenaDNA on DNALONGBENCH TISP

lit-genomics-20261011-dnalongbench-protocol-tisp

Aggregation: Not reported

DNALONGBENCH: a benchmark suite for long-range DNA prediction tasks · Table 6, row 'HyenaDNA', column 'Avg'

Source checking is not independent reproduction. Release 2026-10-23-5347695500ed.

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Release 2026-10-23-5347695500ed · Evidence verified: Not verified

Evidence incomplete

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  • Score meaning and direction are confirmed: not yet verified
  • Metrics are recomputed from the saved predictions: not yet verified

Verified: Not verified

Evidence incomplete

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Missing or unresolved evidence

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  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • Metrics are recomputed from the saved predictions: not yet verified
  • Sample annotations are recorded: not yet verified
  • Dependence between samples is assessed: not yet verified

Verified: Not verified

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Verified: Not verified

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Missing or unresolved evidence

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  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • Independent validation data exist: not yet verified
  • Overlap with training data is checked: not yet verified

Verified: Not verified

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Dataset and evaluation context

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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.

4 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-10-23-5347695500ed
Property and statementOriginal source and locationReview and provenance
Source location
Methods 'Benchmark dataset' for Transcription initiation signal prediction; Table 2
Context-only references
DNALONGBENCH: a benchmark suite for long-range DNA prediction tasks

Original source ↗

Methods 'Benchmark dataset' for Transcription initiation signal prediction; Table 2

Version: Nature Communications 16, published 2025-11-18; PMC12627797 full-text XML
Retrieved: 2026-10-11T01:34:19Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.source_locator

Source artifact SHA-256: 0d7db21f2a843dda3ba703c53cd0abad12c9c795cfbcf4fd1bdc6c4a863fe41b

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Split
Held-out test set as defined by DNALONGBENCH
Context-only references
DNALONGBENCH: a benchmark suite for long-range DNA prediction tasks

Original source ↗

Methods 'Benchmark dataset' for Transcription initiation signal prediction; Table 2

Version: Nature Communications 16, published 2025-11-18; PMC12627797 full-text XML
Retrieved: 2026-10-11T01:34:19Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.split

Source artifact SHA-256: 0d7db21f2a843dda3ba703c53cd0abad12c9c795cfbcf4fd1bdc6c4a863fe41b

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Description
Held-out test data for the DNALONGBENCH Transcription initiation signal prediction task.
Context-only references
DNALONGBENCH: a benchmark suite for long-range DNA prediction tasks

Original source ↗

Methods 'Benchmark dataset' for Transcription initiation signal prediction; Table 2

Version: Nature Communications 16, published 2025-11-18; PMC12627797 full-text XML
Retrieved: 2026-10-11T01:34:19Z

not individually reviewed

No individual claim review recorded

Audit details

Field: description

Source artifact SHA-256: 0d7db21f2a843dda3ba703c53cd0abad12c9c795cfbcf4fd1bdc6c4a863fe41b

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Name
DNALONGBENCH Transcription initiation signal prediction test set
Context-only references
DNALONGBENCH: a benchmark suite for long-range DNA prediction tasks

Original source ↗

Methods 'Benchmark dataset' for Transcription initiation signal prediction; Table 2

Version: Nature Communications 16, published 2025-11-18; PMC12627797 full-text XML
Retrieved: 2026-10-11T01:34:19Z

not individually reviewed

No individual claim review recorded

Audit details

Field: name

Source artifact SHA-256: 0d7db21f2a843dda3ba703c53cd0abad12c9c795cfbcf4fd1bdc6c4a863fe41b

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

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Release 2026-10-23-5347695500ed · Record review: source checked

1 source record and release historyDownload this release (gzip)
Technical metadata and extraction receipts

Stable ID: lit-genomics-20261011-dnalongbench-data-tisp

areas
dna-genomes
contexts
research
split
Held-out test set as defined by DNALONGBENCH
source locator
Methods 'Benchmark dataset' for Transcription initiation signal prediction; Table 2
missing metadata
version: reason: unreported
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