rewirebio.iobenchmarks
Evaluation

Caduceus-PS on DNALONGBENCH TISP

Published comparison transcribed from the pinned source; not reproduced.

Evaluation results

1 evaluation · 6 results. Different protocols are not a single leaderboard.

Protocol: DNALONGBENCH Transcription initiation signal prediction (Table 6) · Dataset: DNALONGBENCH Transcription initiation signal prediction test set

Sorted by Pearson (average over TISP conditions as printed) (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 configurationPearson (average over TISP conditions as printed)Pearson (EC (ENCODE CAGE))Pearson (ER (ENCODE RAMPAGE))Pearson (FC (FANTOM CAGE))Pearson (GC (GRO-cap))Pearson (PC (PRO-cap))
Caduceus-PS (DNALONGBENCH)Evaluation0.1080.0880.090.1130.1020.156
All 6 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: 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'

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

Research readiness

0 of 4 readiness checks met. These checks assess whether the evidence supports a reproducible investigation; a source-checked score alone does not meet them.

Readiness checks, gaps and artifacts

Release 2026-10-23-5347695500ed · 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.
  • 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

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.
  • 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

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.
  • 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
  • A pinned run recipe exists: not yet verified
  • Compute requirements are estimated: not yet verified

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.
  • 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

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.

Evaluation procedure

DNALONGBENCH Transcription initiation signal prediction (Table 6)

Configuration
Caduceus-PS (DNALONGBENCH)
Protocol
DNALONGBENCH Transcription initiation signal prediction (Table 6)
Dataset
DNALONGBENCH Transcription initiation signal prediction test set
origin
Independent external evaluation
configuration
Primary source as retrieved 2026-10-11
protocol id
lit-genomics-20261011-dnalongbench-protocol-tisp
dataset version
Not reported
split
Held-out test set
population
Not reported
inputs
DNA sequence
adaptation
Fine-tuned
metric implementation
Not reported
aggregation
Not reported
budget
Not reported

Metadata review: source checked. Unreported conditions prevent automatic comparisons.

Reproduction

Split
Held-out test set
Adaptation
Fine-tuned
Scoring implementation
Not reported

No execution recipe has been verified for this exact configuration and evaluation. A benchmark's general instructions may use different inputs, splits or model settings.

Reproducing this published result requires matching its model configuration, data, split and scorer. Source checking or a successful smoke test does not establish score reproduction.

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.

18 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
Comparison: adaptation
Fine-tuned
Context-only references
DNALONGBENCH: a benchmark suite for long-range DNA prediction tasks

Original source ↗

Table 6 row 'Caduceus-PS'

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

independent paper

Audit details

Field: attributes.comparison.adaptation

Source artifact SHA-256: 0d7db21f2a843dda3ba703c53cd0abad12c9c795cfbcf4fd1bdc6c4a863fe41b

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

Inspected artifact

Comparison: aggregation
Not reported
Context-only references
DNALONGBENCH: a benchmark suite for long-range DNA prediction tasks

Original source ↗

Table 6 row 'Caduceus-PS'

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

missing or unspecified

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.aggregation

Source artifact SHA-256: 0d7db21f2a843dda3ba703c53cd0abad12c9c795cfbcf4fd1bdc6c4a863fe41b

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

Inspected artifact

Comparison: budget
Not reported
Context-only references
DNALONGBENCH: a benchmark suite for long-range DNA prediction tasks

Original source ↗

Table 6 row 'Caduceus-PS'

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

missing or unspecified

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.budget

Source artifact SHA-256: 0d7db21f2a843dda3ba703c53cd0abad12c9c795cfbcf4fd1bdc6c4a863fe41b

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

Inspected artifact

Comparison: dataset version
Not reported
Context-only references
DNALONGBENCH: a benchmark suite for long-range DNA prediction tasks

Original source ↗

Table 6 row 'Caduceus-PS'

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

missing or unspecified

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.dataset_version

Source artifact SHA-256: 0d7db21f2a843dda3ba703c53cd0abad12c9c795cfbcf4fd1bdc6c4a863fe41b

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

Inspected artifact

Comparison: inputs
DNA sequence
Context-only references
DNALONGBENCH: a benchmark suite for long-range DNA prediction tasks

Original source ↗

Table 6 row 'Caduceus-PS'

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

independent paper

Audit details

Field: attributes.comparison.inputs

Source artifact SHA-256: 0d7db21f2a843dda3ba703c53cd0abad12c9c795cfbcf4fd1bdc6c4a863fe41b

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

Inspected artifact

Comparison: metric implementation
Not reported
Context-only references
DNALONGBENCH: a benchmark suite for long-range DNA prediction tasks

Original source ↗

Table 6 row 'Caduceus-PS'

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

missing or unspecified

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.metric_implementation

Source artifact SHA-256: 0d7db21f2a843dda3ba703c53cd0abad12c9c795cfbcf4fd1bdc6c4a863fe41b

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

Inspected artifact

Comparison: population
Not reported
Context-only references
DNALONGBENCH: a benchmark suite for long-range DNA prediction tasks

Original source ↗

Table 6 row 'Caduceus-PS'

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

missing or unspecified

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.population

Source artifact SHA-256: 0d7db21f2a843dda3ba703c53cd0abad12c9c795cfbcf4fd1bdc6c4a863fe41b

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

Inspected artifact

Comparison: protocol id
lit-genomics-20261011-dnalongbench-protocol-tisp
Context-only references
DNALONGBENCH: a benchmark suite for long-range DNA prediction tasks

Original source ↗

Table 6 row 'Caduceus-PS'

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

independent paper

Audit details

Field: attributes.comparison.protocol_id

Source artifact SHA-256: 0d7db21f2a843dda3ba703c53cd0abad12c9c795cfbcf4fd1bdc6c4a863fe41b

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

Inspected artifact

Comparison: split
Held-out test set
Context-only references
DNALONGBENCH: a benchmark suite for long-range DNA prediction tasks

Original source ↗

Table 6 row 'Caduceus-PS'

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

independent paper

Audit details

Field: attributes.comparison.split

Source artifact SHA-256: 0d7db21f2a843dda3ba703c53cd0abad12c9c795cfbcf4fd1bdc6c4a863fe41b

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

Inspected artifact

Origin
independent_paper
Context-only references
DNALONGBENCH: a benchmark suite for long-range DNA prediction tasks

Original source ↗

Table 6 row 'Caduceus-PS'

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

independent paper

Audit details

Field: attributes.origin

Source artifact SHA-256: 0d7db21f2a843dda3ba703c53cd0abad12c9c795cfbcf4fd1bdc6c4a863fe41b

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

Inspected artifact

How to read the evidence

Sources and history

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-eval-caduceus-ps-tisp

areas
dna-genomes
contexts
research
origin
independent_paper
protocol
lit-genomics-20261011-dnalongbench-protocol-tisp
version
Primary source as retrieved 2026-10-11
comparison
protocol id: lit-genomics-20261011-dnalongbench-protocol-tisp; dataset version: Not reported; split: Held-out test set; population: Not reported; inputs: DNA sequence; adaptation: Fine-tuned; metric implementation: Not reported; aggregation: Not reported; budget: Not reported
source locator
Table 6 row 'Caduceus-PS'
missing metadata
comparison.aggregation: reason: unreported; comparison.budget: reason: unreported; comparison.dataset version: reason: unreported; comparison.metric implementation: reason: unreported; comparison.population: reason: unreported
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