rewire.itbenchmarks
Evaluation

NT-MS on BEND ENHANCER: Enhancer annotation

BEND evaluation of NT-MS on Enhancer annotation, scored with AUPRC.

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

1 evaluation · 1 result. 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
Method: NT-MSTask: BEND ENHANCER: Enhancer annotation
Dataset subset: Fulco 2019, Gasperini 2019 and Enformer enhancer set (BEND split)
0.06 auprc
fraction · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

NT-MS on BEND ENHANCER: Enhancer annotation

A downstream head trained on frozen embeddings, except for the expert methods and the fully supervised baselines, which are trained end to end. Metric and splits are from Table 1.

Aggregation: Not reported

BEND: Benchmarking DNA Language Models on Biologically Meaningful Tasks · Table 3, row(NT-MS), column(Enhancer annotation)

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

Evaluation procedure

A downstream head trained on frozen embeddings, except for the expert methods and the fully supervised baselines, which are trained end to end. Metric and splits are from Table 1.

Method
NT-MS
Task
BEND ENHANCER: Enhancer annotation
Dataset subset
Fulco 2019, Gasperini 2019 and Enformer enhancer set (BEND split)
origin
Author-reported evaluation
configuration
Not reported
protocol id
bend-task-enhancer
metric implementation
AUPRC

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

Reproduction

Split
Not reported
Adaptation
Not reported
Scoring implementation
AUPRC

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.

10 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
attributes.comparison.metric_implementation
AUPRC
Context-only references
BEND: Benchmarking DNA Language Models on Biologically Meaningful Tasks

Original source ↗

Table 3, row(NT-MS), column(Enhancer annotation)

Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Retrieved: 2026-09-17T08:06:28.183228+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.metric_implementation

Source artifact SHA-256: f709b6bef3120eb979c0a0e02d2582475c49410f29850ed7601ba7a700ca379d

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.comparison.protocol_id
bend-task-enhancer
Context-only references
BEND: Benchmarking DNA Language Models on Biologically Meaningful Tasks

Original source ↗

Table 3, row(NT-MS), column(Enhancer annotation)

Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Retrieved: 2026-09-17T08:06:28.183228+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.protocol_id

Source artifact SHA-256: f709b6bef3120eb979c0a0e02d2582475c49410f29850ed7601ba7a700ca379d

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.origin
author_reported
Context-only references
BEND: Benchmarking DNA Language Models on Biologically Meaningful Tasks

Original source ↗

Table 3, row(NT-MS), column(Enhancer annotation)

Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Retrieved: 2026-09-17T08:06:28.183228+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.origin

Source artifact SHA-256: f709b6bef3120eb979c0a0e02d2582475c49410f29850ed7601ba7a700ca379d

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.protocol
A downstream head trained on frozen embeddings, except for the expert methods and the fully supervised baselines, which are trained end to end. Metric and splits are from Table 1.
Context-only references
BEND: Benchmarking DNA Language Models on Biologically Meaningful Tasks

Original source ↗

Table 3, row(NT-MS), column(Enhancer annotation)

Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Retrieved: 2026-09-17T08:06:28.183228+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.protocol

Source artifact SHA-256: f709b6bef3120eb979c0a0e02d2582475c49410f29850ed7601ba7a700ca379d

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.source_locator
Table 3, row(NT-MS), column(Enhancer annotation)
Context-only references
BEND: Benchmarking DNA Language Models on Biologically Meaningful Tasks

Original source ↗

Table 3, row(NT-MS), column(Enhancer annotation)

Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Retrieved: 2026-09-17T08:06:28.183228+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.source_locator

Source artifact SHA-256: f709b6bef3120eb979c0a0e02d2582475c49410f29850ed7601ba7a700ca379d

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

description
BEND evaluation of NT-MS on Enhancer annotation, scored with AUPRC.
Context-only references
BEND: Benchmarking DNA Language Models on Biologically Meaningful Tasks

Original source ↗

Table 3, row(NT-MS), column(Enhancer annotation)

Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Retrieved: 2026-09-17T08:06:28.183228+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: description

Source artifact SHA-256: f709b6bef3120eb979c0a0e02d2582475c49410f29850ed7601ba7a700ca379d

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Relationship: benchmark
bend-task-enhancer
Context-only references
BEND: Benchmarking DNA Language Models on Biologically Meaningful Tasks

Original source ↗

Table 3, row(NT-MS), column(Enhancer annotation)

Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Retrieved: 2026-09-17T08:06:28.183228+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: links:benchmark:bend-task-enhancer

Source artifact SHA-256: f709b6bef3120eb979c0a0e02d2582475c49410f29850ed7601ba7a700ca379d

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Relationship: dataset
bend-dataset-fulco-2019-gasperini-2019-and-enformer-enhancer-set
Context-only references
BEND: Benchmarking DNA Language Models on Biologically Meaningful Tasks

Original source ↗

Table 3, row(NT-MS), column(Enhancer annotation)

Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Retrieved: 2026-09-17T08:06:28.183228+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: links:dataset:bend-dataset-fulco-2019-gasperini-2019-and-enformer-enhancer-set

Source artifact SHA-256: f709b6bef3120eb979c0a0e02d2582475c49410f29850ed7601ba7a700ca379d

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Relationship: model
bend-method-nt-ms
Context-only references
BEND: Benchmarking DNA Language Models on Biologically Meaningful Tasks

Original source ↗

Table 3, row(NT-MS), column(Enhancer annotation)

Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Retrieved: 2026-09-17T08:06:28.183228+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: links:model:bend-method-nt-ms

Source artifact SHA-256: f709b6bef3120eb979c0a0e02d2582475c49410f29850ed7601ba7a700ca379d

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

name
NT-MS on BEND ENHANCER: Enhancer annotation
Context-only references
BEND: Benchmarking DNA Language Models on Biologically Meaningful Tasks

Original source ↗

Table 3, row(NT-MS), column(Enhancer annotation)

Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Retrieved: 2026-09-17T08:06:28.183228+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: name

Source artifact SHA-256: f709b6bef3120eb979c0a0e02d2582475c49410f29850ed7601ba7a700ca379d

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: bend-evaluation-nt-ms-enhancer

areas
dna-genomes
tasks
Enhancer annotation
origin
author_reported
protocol
A downstream head trained on frozen embeddings, except for the expert methods and the fully supervised baselines, which are trained end to end. Metric and splits are from Table 1.
comparison
protocol id: bend-task-enhancer; metric implementation: AUPRC
missing metadata
checkpoint revision: unreported; seeds: unreported; budget: unreported; split manifest: unextracted
source locator
Table 3, row(NT-MS), column(Enhancer annotation)
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