DNABERT-2 (fine-tuned) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy
DART-Eval evaluation of DNABERT-2 (fine-tuned) on Cell-type-specific element classification, overall accuracy, scored with Accuracy.
Methods and reproduction
DART-Eval evaluation of DNABERT-2 (fine-tuned) on Cell-type-specific element classification, overall accuracy, scored with Accuracy.
- task
- DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy
- configuration
- DNABERT-2 (fine-tuned)
- dataset subset
- ENCODE chromatin accessibility peaks in five cell lines (DART-Eval split)
- Split
- Not reported
- Adaptation
- Not reported
- Scoring implementation
- Accuracy
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
Classify which of five cell lines a accessible element belongs to.
- Configuration
- DNABERT-2 (fine-tuned)
- Task
- DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy
- 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-cts-acc
- metric implementation
- Accuracy
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.
| Metric and finding | Coverage and uncertainty | Evidence |
|---|---|---|
| DNABERT-2 (fine-tuned) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy Configuration: DNABERT-2 (fine-tuned)Task: DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracyDataset subset: ENCODE chromatin accessibility peaks in five cell lines (DART-Eval split) Classify which of five cell lines a accessible element belongs to. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.650 accuracy 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 4, row(Fine-Tuned DNABERT-2), column(CTS-ACC) 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
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| attributes.comparison.metric_implementation Accuracy Context-only references | DART-Eval: A Comprehensive DNA Language Model Evaluation Benchmark on Regulatory DNA Table 4, row(Fine-Tuned DNABERT-2), column(CTS-ACC) Version: 2412.05430v1 | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| attributes.comparison.protocol_id dart-eval-task-cts-acc Context-only references | DART-Eval: A Comprehensive DNA Language Model Evaluation Benchmark on Regulatory DNA Table 4, row(Fine-Tuned DNABERT-2), column(CTS-ACC) Version: 2412.05430v1 | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| attributes.origin author_reported Context-only references | DART-Eval: A Comprehensive DNA Language Model Evaluation Benchmark on Regulatory DNA Table 4, row(Fine-Tuned DNABERT-2), column(CTS-ACC) Version: 2412.05430v1 | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| attributes.protocol Classify which of five cell lines a accessible element belongs to. Context-only references | DART-Eval: A Comprehensive DNA Language Model Evaluation Benchmark on Regulatory DNA Table 4, row(Fine-Tuned DNABERT-2), column(CTS-ACC) Version: 2412.05430v1 | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| attributes.source_locator Table 4, row(Fine-Tuned DNABERT-2), column(CTS-ACC) Context-only references | DART-Eval: A Comprehensive DNA Language Model Evaluation Benchmark on Regulatory DNA Table 4, row(Fine-Tuned DNABERT-2), column(CTS-ACC) Version: 2412.05430v1 | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| description DART-Eval evaluation of DNABERT-2 (fine-tuned) on Cell-type-specific element classification, overall accuracy, scored with Accuracy. Context-only references | DART-Eval: A Comprehensive DNA Language Model Evaluation Benchmark on Regulatory DNA Table 4, row(Fine-Tuned DNABERT-2), column(CTS-ACC) Version: 2412.05430v1 | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| Relationship: benchmark dart-eval-task-cts-acc Context-only references | DART-Eval: A Comprehensive DNA Language Model Evaluation Benchmark on Regulatory DNA Table 4, row(Fine-Tuned DNABERT-2), column(CTS-ACC) Version: 2412.05430v1 | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| 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 Table 4, row(Fine-Tuned DNABERT-2), column(CTS-ACC) Version: 2412.05430v1 | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| Relationship: model dart-eval-method-dnabert-2-fine-tuned Context-only references | DART-Eval: A Comprehensive DNA Language Model Evaluation Benchmark on Regulatory DNA Table 4, row(Fine-Tuned DNABERT-2), column(CTS-ACC) Version: 2412.05430v1 | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| name DNABERT-2 (fine-tuned) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy Context-only references | DART-Eval: A Comprehensive DNA Language Model Evaluation Benchmark on Regulatory DNA Table 4, row(Fine-Tuned DNABERT-2), column(CTS-ACC) Version: 2412.05430v1 | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
Sources and history
Release 2026-09-17-134cd1815de8 · Record review: source checked
1 source records and release history
- DART-Eval: A Comprehensive DNA Language Model Evaluation Benchmark on Regulatory DNA · Original source · 2412.05430v1
Technical metadata and extraction receipts
Stable ID: dart-eval-evaluation-dnabert-2-fine-tuned-cts-acc
- areas
- dna-genomes
- tasks
- Cell-type-specific element classification, overall accuracy
- origin
- author_reported
- protocol
- Classify which of five cell lines a accessible element belongs to.
- comparison
- protocol id: dart-eval-task-cts-acc; metric implementation: Accuracy
- missing metadata
- checkpoint revision: unreported; seeds: unreported; budget: unreported; split manifest: unextracted
- source locator
- Table 4, row(Fine-Tuned DNABERT-2), column(CTS-ACC)