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Evaluation

Mistral-DNA (fine-tuned) on DART-Eval CA-SPEARMAN-HEPG2: Chromatin activity prediction, HEPG2, positives only

DART-Eval evaluation of Mistral-DNA (fine-tuned) on Chromatin activity prediction, HEPG2, positives only, scored with Spearman r.

Methods and reproduction

DART-Eval evaluation of Mistral-DNA (fine-tuned) on Chromatin activity prediction, HEPG2, positives only, scored with Spearman r.

task
DART-Eval CA-SPEARMAN-HEPG2: Chromatin activity prediction, HEPG2, positives only
configuration
Mistral-DNA (fine-tuned)
dataset subset
ENCODE chromatin accessibility peaks in five cell lines (DART-Eval split)
Split
Not reported
Adaptation
Not reported
Scoring implementation
Spearman r

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.

Evaluation procedure

Rank correlation with measured accessibility among positive HEPG2 peaks.

Configuration
Mistral-DNA (fine-tuned)
Task
DART-Eval CA-SPEARMAN-HEPG2: Chromatin activity prediction, HEPG2, positives only
Dataset subset
ENCODE chromatin accessibility peaks in five cell lines (DART-Eval split)
origin
Author-reported evaluation
configuration
Not reported
protocol id
dart-eval-task-ca-spearman-hepg2
metric implementation
Spearman r

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

Evaluation results

Release 2026-09-17-134cd1815de8 · 1 evaluation · 1 metric row. Different protocols are not a single leaderboard. Where several source tables report the same metric, the published comparisons above offer a pooled view that names what it does not hold constant.

Results grouped by the exact reported evaluation
Metric and findingCoverage and uncertaintyEvidence
Mistral-DNA (fine-tuned) on DART-Eval CA-SPEARMAN-HEPG2: Chromatin activity prediction, HEPG2, positives only

Rank correlation with measured accessibility among positive HEPG2 peaks.

Author-reported evaluation · Evaluation metadata: source checked

0.360 spearman_r

Unit: fraction · Direction: higher

Uncertainty: Not reported

Scored: Not reported · Eligible: Not reported

source checkedDART-Eval: A Comprehensive DNA Language Model Evaluation Benchmark on Regulatory DNA · Table 5, row(Fine-Tuned Mistral-DNA), column(CA-SPEARMAN-HEPG2)

Source checking is not 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 2026-09-17-134cd1815de8
Property and statementOriginal source and locationReview and provenance
attributes.comparison.metric_implementation

Spearman r

Context-only references
DART-Eval: A Comprehensive DNA Language Model Evaluation Benchmark on Regulatory DNA

Original source ↗

Table 5, row(Fine-Tuned Mistral-DNA), column(CA-SPEARMAN-HEPG2)

Version: 2412.05430v1
Retrieved: 2026-09-17T07:56:09.182117+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.metric_implementation

Source artifact SHA-256: 4194b137ba55c9a2c269d119a9afec6ae1bb0feaf17d91433ae483c41221a56b

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.comparison.protocol_id

dart-eval-task-ca-spearman-hepg2

Context-only references
DART-Eval: A Comprehensive DNA Language Model Evaluation Benchmark on Regulatory DNA

Original source ↗

Table 5, row(Fine-Tuned Mistral-DNA), column(CA-SPEARMAN-HEPG2)

Version: 2412.05430v1
Retrieved: 2026-09-17T07:56:09.182117+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.protocol_id

Source artifact SHA-256: 4194b137ba55c9a2c269d119a9afec6ae1bb0feaf17d91433ae483c41221a56b

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.origin

author_reported

Context-only references
DART-Eval: A Comprehensive DNA Language Model Evaluation Benchmark on Regulatory DNA

Original source ↗

Table 5, row(Fine-Tuned Mistral-DNA), column(CA-SPEARMAN-HEPG2)

Version: 2412.05430v1
Retrieved: 2026-09-17T07:56:09.182117+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.origin

Source artifact SHA-256: 4194b137ba55c9a2c269d119a9afec6ae1bb0feaf17d91433ae483c41221a56b

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.protocol

Rank correlation with measured accessibility among positive HEPG2 peaks.

Context-only references
DART-Eval: A Comprehensive DNA Language Model Evaluation Benchmark on Regulatory DNA

Original source ↗

Table 5, row(Fine-Tuned Mistral-DNA), column(CA-SPEARMAN-HEPG2)

Version: 2412.05430v1
Retrieved: 2026-09-17T07:56:09.182117+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.protocol

Source artifact SHA-256: 4194b137ba55c9a2c269d119a9afec6ae1bb0feaf17d91433ae483c41221a56b

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.source_locator

Table 5, row(Fine-Tuned Mistral-DNA), column(CA-SPEARMAN-HEPG2)

Context-only references
DART-Eval: A Comprehensive DNA Language Model Evaluation Benchmark on Regulatory DNA

Original source ↗

Table 5, row(Fine-Tuned Mistral-DNA), column(CA-SPEARMAN-HEPG2)

Version: 2412.05430v1
Retrieved: 2026-09-17T07:56:09.182117+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.source_locator

Source artifact SHA-256: 4194b137ba55c9a2c269d119a9afec6ae1bb0feaf17d91433ae483c41221a56b

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

description

DART-Eval evaluation of Mistral-DNA (fine-tuned) on Chromatin activity prediction, HEPG2, positives only, scored with Spearman r.

Context-only references
DART-Eval: A Comprehensive DNA Language Model Evaluation Benchmark on Regulatory DNA

Original source ↗

Table 5, row(Fine-Tuned Mistral-DNA), column(CA-SPEARMAN-HEPG2)

Version: 2412.05430v1
Retrieved: 2026-09-17T07:56:09.182117+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: description

Source artifact SHA-256: 4194b137ba55c9a2c269d119a9afec6ae1bb0feaf17d91433ae483c41221a56b

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Relationship: benchmark

dart-eval-task-ca-spearman-hepg2

Context-only references
DART-Eval: A Comprehensive DNA Language Model Evaluation Benchmark on Regulatory DNA

Original source ↗

Table 5, row(Fine-Tuned Mistral-DNA), column(CA-SPEARMAN-HEPG2)

Version: 2412.05430v1
Retrieved: 2026-09-17T07:56:09.182117+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: links:benchmark:dart-eval-task-ca-spearman-hepg2

Source artifact SHA-256: 4194b137ba55c9a2c269d119a9afec6ae1bb0feaf17d91433ae483c41221a56b

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Relationship: dataset

dart-eval-dataset-encode-chromatin-accessibility-peaks-in-five-cell-lines

Context-only references
DART-Eval: A Comprehensive DNA Language Model Evaluation Benchmark on Regulatory DNA

Original source ↗

Table 5, row(Fine-Tuned Mistral-DNA), column(CA-SPEARMAN-HEPG2)

Version: 2412.05430v1
Retrieved: 2026-09-17T07:56:09.182117+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: links:dataset:dart-eval-dataset-encode-chromatin-accessibility-peaks-in-five-cell-lines

Source artifact SHA-256: 4194b137ba55c9a2c269d119a9afec6ae1bb0feaf17d91433ae483c41221a56b

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Relationship: model

dart-eval-method-mistral-dna-fine-tuned

Context-only references
DART-Eval: A Comprehensive DNA Language Model Evaluation Benchmark on Regulatory DNA

Original source ↗

Table 5, row(Fine-Tuned Mistral-DNA), column(CA-SPEARMAN-HEPG2)

Version: 2412.05430v1
Retrieved: 2026-09-17T07:56:09.182117+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: links:model:dart-eval-method-mistral-dna-fine-tuned

Source artifact SHA-256: 4194b137ba55c9a2c269d119a9afec6ae1bb0feaf17d91433ae483c41221a56b

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

name

Mistral-DNA (fine-tuned) on DART-Eval CA-SPEARMAN-HEPG2: Chromatin activity prediction, HEPG2, positives only

Context-only references
DART-Eval: A Comprehensive DNA Language Model Evaluation Benchmark on Regulatory DNA

Original source ↗

Table 5, row(Fine-Tuned Mistral-DNA), column(CA-SPEARMAN-HEPG2)

Version: 2412.05430v1
Retrieved: 2026-09-17T07:56:09.182117+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: name

Source artifact SHA-256: 4194b137ba55c9a2c269d119a9afec6ae1bb0feaf17d91433ae483c41221a56b

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Sources and history

Release 2026-09-17-134cd1815de8 · Record review: source checked

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

Stable ID: dart-eval-evaluation-mistral-dna-fine-tuned-ca-spearman-hepg2

areas
dna-genomes
tasks
Chromatin activity prediction, HEPG2, positives only
origin
author_reported
protocol
Rank correlation with measured accessibility among positive HEPG2 peaks.
comparison
protocol id: dart-eval-task-ca-spearman-hepg2; metric implementation: Spearman r
missing metadata
checkpoint revision: unreported; seeds: unreported; budget: unreported; split manifest: unextracted
source locator
Table 5, row(Fine-Tuned Mistral-DNA), column(CA-SPEARMAN-HEPG2)
Related records

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