rewire.itbenchmarks
Evaluation

GROVER on BEND CHROMATIN: Chromatin accessibility

BEND evaluation of GROVER on Chromatin accessibility, scored with AUROC.

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

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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

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Missing or unresolved evidence

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  • 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.

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Verified: Not verified

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Separate data and exposure records support an independent test.

Missing or unresolved evidence

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Verified: Not verified

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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
Configuration: GROVERTask: BEND CHROMATIN: Chromatin accessibility
Dataset subset: ENCODE chromatin accessibility (BEND split)
0.82 auroc
fraction · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

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

GROVER on BEND CHROMATIN: Chromatin accessibility

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(GROVER), column(Chromatin accessibility)

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.

Configuration
GROVER
Task
BEND CHROMATIN: Chromatin accessibility
Dataset subset
ENCODE chromatin accessibility (BEND split)
origin
Author-reported evaluation
configuration
Not reported
protocol id
bend-task-chromatin
metric implementation
AUROC

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

Reproduction

Split
Not reported
Adaptation
Not reported
Scoring implementation
AUROC

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
AUROC
Context-only references
BEND: Benchmarking DNA Language Models on Biologically Meaningful Tasks

Original source ↗

Table 3, row(GROVER), column(Chromatin accessibility)

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-chromatin
Context-only references
BEND: Benchmarking DNA Language Models on Biologically Meaningful Tasks

Original source ↗

Table 3, row(GROVER), column(Chromatin accessibility)

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(GROVER), column(Chromatin accessibility)

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(GROVER), column(Chromatin accessibility)

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(GROVER), column(Chromatin accessibility)
Context-only references
BEND: Benchmarking DNA Language Models on Biologically Meaningful Tasks

Original source ↗

Table 3, row(GROVER), column(Chromatin accessibility)

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 GROVER on Chromatin accessibility, scored with AUROC.
Context-only references
BEND: Benchmarking DNA Language Models on Biologically Meaningful Tasks

Original source ↗

Table 3, row(GROVER), column(Chromatin accessibility)

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-chromatin
Context-only references
BEND: Benchmarking DNA Language Models on Biologically Meaningful Tasks

Original source ↗

Table 3, row(GROVER), column(Chromatin accessibility)

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-chromatin

Source artifact SHA-256: f709b6bef3120eb979c0a0e02d2582475c49410f29850ed7601ba7a700ca379d

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Relationship: dataset
bend-dataset-encode-chromatin-accessibility
Context-only references
BEND: Benchmarking DNA Language Models on Biologically Meaningful Tasks

Original source ↗

Table 3, row(GROVER), column(Chromatin accessibility)

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-encode-chromatin-accessibility

Source artifact SHA-256: f709b6bef3120eb979c0a0e02d2582475c49410f29850ed7601ba7a700ca379d

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

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

Original source ↗

Table 3, row(GROVER), column(Chromatin accessibility)

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-grover

Source artifact SHA-256: f709b6bef3120eb979c0a0e02d2582475c49410f29850ed7601ba7a700ca379d

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

name
GROVER on BEND CHROMATIN: Chromatin accessibility
Context-only references
BEND: Benchmarking DNA Language Models on Biologically Meaningful Tasks

Original source ↗

Table 3, row(GROVER), column(Chromatin accessibility)

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-grover-chromatin

areas
dna-genomes
tasks
Chromatin accessibility
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-chromatin; metric implementation: AUROC
missing metadata
checkpoint revision: unreported; seeds: unreported; budget: unreported; split manifest: unextracted
source locator
Table 3, row(GROVER), column(Chromatin accessibility)
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