DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy
Cell-type-specific element classification, overall accuracy. Scored with Accuracy on ENCODE chromatin accessibility peaks in five cell lines. Classify which of five cell lines a accessible element belongs to.
Overview
Cell-type-specific element classification, overall accuracy. Scored with Accuracy on ENCODE chromatin accessibility peaks in five cell lines. Classify which of five cell lines a accessible element belongs to.
Consult the linked sources for architecture or protocol details. Missing evidence is not evidence of a missing capability.
Evaluation design
Benchmarks bring together tasks and protocols. A task describes the biological question; a protocol defines a particular test.
Benchmarks
These source-backed links do not make different protocols or scores interchangeable.
Recorded evaluations
Each evaluation records what was tested and under which conditions.
- Caduceus (fine-tuned) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy
- Caduceus (probed) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy
- ChromBPNet-like (ab initio) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy
- DNABERT-2 (fine-tuned) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy
- DNABERT-2 (probed) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy
- GENA-LM (fine-tuned) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy
- GENA-LM (probed) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy
- HyenaDNA (fine-tuned) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy
- HyenaDNA (probed) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy
- Mistral-DNA (fine-tuned) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy
- Mistral-DNA (probed) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy
- Nucleotide Transformer (fine-tuned) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy
Run instructions
No runnable recipe has been reviewed for this task. Dataset access, model requirements, licences and compute requirements must be checked against its sources before execution.
A task describes a biological question. Choose a linked protocol to obtain concrete split and scoring instructions.
Published comparisons
Explore the results reported under one evaluation protocol. Each figure keeps its source, dataset and metric together; it is not a ranking across studies. The pooled view gathers every source table that reports the same metric and names what it does not hold constant.
DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy
accuracy (fraction) · Higher values are better for this metric.
Every method DART-Eval reports on Cell-type-specific element classification, overall accuracy, scored with Accuracy on ENCODE chromatin accessibility peaks in five cell lines.
Evaluation protocol · ENCODE chromatin accessibility peaks in five cell lines (DART-Eval split)
- Caduceus (probed) · Configuration · Author-reported evaluation0.281
- DNABERT-2 (probed) · Configuration · Author-reported evaluation0.371
- GENA-LM (probed) · Configuration · Author-reported evaluation0.383
- HyenaDNA (probed) · Configuration · Author-reported evaluation0.587
- Mistral-DNA (probed) · Configuration · Author-reported evaluation0.329
- Nucleotide Transformer (probed) · Configuration · Author-reported evaluation0.420
- Caduceus (fine-tuned) · Configuration · Author-reported evaluation0.671
- DNABERT-2 (fine-tuned) · Configuration · Author-reported evaluation0.650
- GENA-LM (fine-tuned) · Configuration · Author-reported evaluation0.636
- HyenaDNA (fine-tuned) · Configuration · Author-reported evaluation0.610
- Mistral-DNA (fine-tuned) · Configuration · Author-reported evaluation0.402
- Nucleotide Transformer (fine-tuned) · Configuration · Author-reported evaluation0.632
- Probing-head-like (ab initio) · Method · Author-reported evaluation0.474
- ChromBPNet-like (ab initio) · Method · Author-reported evaluation0.667
Source order is preserved. Plotted marks show point estimates; uncertainty, where reported, is retained in the printed values and table. Differences do not establish statistical significance.
DART-Eval: A Comprehensive DNA Language Model Evaluation Benchmark on Regulatory DNA · Table 4, column(Overall Accuracy)Values, uncertainty and evidence
Scope and limitations
- Author-reported numbers, source checked but not independently reproduced.
- The evaluation setting is part of the method name: a zero-shot, probed and fine-tuned run of the same model are different entries.
- Metrics and datasets differ between tasks, so these figures cannot be averaged into one score.
Source transcription and grouping reviewed by automated source review on 2026-09-18. These experiments were not independently reproduced by rewire.
Tested entities and results
Release 2026-09-17-134cd1815de8 · 14 evaluations · 14 metric rows. 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 |
|---|---|---|
| Caduceus (fine-tuned) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy Configuration: Caduceus (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 | ||
| 0.671 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 Caduceus), column(CTS-ACC) Source checking is not independent reproduction. |
| Caduceus (probed) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy Configuration: Caduceus (probed)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 | ||
| 0.281 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(Probed Caduceus), column(CTS-ACC) Source checking is not independent reproduction. |
| ChromBPNet-like (ab initio) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy Method: ChromBPNet-like (ab initio)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 | ||
| 0.667 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(Ab initio ChromBPNet-like), column(CTS-ACC) Source checking is not independent reproduction. |
| 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. |
| DNABERT-2 (probed) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy Configuration: DNABERT-2 (probed)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 | ||
| 0.371 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(Probed DNABERT-2), column(CTS-ACC) Source checking is not independent reproduction. |
| GENA-LM (fine-tuned) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy Configuration: GENA-LM (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 | ||
| 0.636 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 GENA-LM), column(CTS-ACC) Source checking is not independent reproduction. |
| GENA-LM (probed) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy Configuration: GENA-LM (probed)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 | ||
| 0.383 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(Probed GENA-LM), column(CTS-ACC) Source checking is not independent reproduction. |
| HyenaDNA (fine-tuned) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy Configuration: HyenaDNA (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 | ||
| 0.610 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 HyenaDNA), column(CTS-ACC) Source checking is not independent reproduction. |
| HyenaDNA (probed) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy Configuration: HyenaDNA (probed)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 | ||
| 0.587 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(Probed HyenaDNA), column(CTS-ACC) Source checking is not independent reproduction. |
| Mistral-DNA (fine-tuned) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy Configuration: Mistral-DNA (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 | ||
| 0.402 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 Mistral-DNA), column(CTS-ACC) Source checking is not independent reproduction. |
| Mistral-DNA (probed) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy Configuration: Mistral-DNA (probed)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 | ||
| 0.329 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(Probed Mistral-DNA), column(CTS-ACC) Source checking is not independent reproduction. |
| Nucleotide Transformer (fine-tuned) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy Configuration: Nucleotide Transformer (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 | ||
| 0.632 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 Nucleotide Transformer), column(CTS-ACC) Source checking is not independent reproduction. |
| Nucleotide Transformer (probed) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy Configuration: Nucleotide Transformer (probed)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 | ||
| 0.420 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(Probed Nucleotide Transformer), column(CTS-ACC) Source checking is not independent reproduction. |
| Probing-head-like (ab initio) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy Method: Probing-head-like (ab initio)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 | ||
| 0.474 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(Ab initio Probing-head-like), 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.
1 evidence row matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| Relationship: part of discovery-benchmark-dart-eval Individual claims | DART-Eval: A Comprehensive DNA Language Model Evaluation Benchmark on Regulatory DNA Table 4, column(Overall Accuracy) Version: 2412.05430v1 | source checked automated source review · 2026-09-18 Audit detailsPrimary-source transcription with no human sign-off and no independent reproduction. Field: Claim: dart-eval-association-cts-acc 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-task-cts-acc
- areas
- dna-genomes
- tasks
- Cell-type-specific element classification, overall accuracy
- metric
- Accuracy
- metric direction
- higher
- dataset
- ENCODE chromatin accessibility peaks in five cell lines
- protocol
- Classify which of five cell lines a accessible element belongs to.
- source locator
- Table 4, column(Overall Accuracy)
- comparison panels
- id: dart-eval-panel-cts-acc; title: DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy; protocol id: dart-eval-task-cts-acc; dataset id: dart-eval-dataset-encode-chromatin-accessibility-peaks-in-five-cell-lines; metric: accuracy; unit: fraction; direction: higher; result ids: dart-eval-result-caduceus-probed-cts-acc-accuracy; dart-eval-result-dnabert-2-probed-cts-acc-accuracy; dart-eval-result-gena-lm-probed-cts-acc-accuracy; dart-eval-result-hyenadna-probed-cts-acc-accuracy; dart-eval-result-mistral-dna-probed-cts-acc-accuracy; dart-eval-result-nucleotide-transformer-probed-cts-acc-accuracy; dart-eval-result-caduceus-fine-tuned-cts-acc-accuracy; dart-eval-result-dnabert-2-fine-tuned-cts-acc-accuracy; dart-eval-result-gena-lm-fine-tuned-cts-acc-accuracy; dart-eval-result-hyenadna-fine-tuned-cts-acc-accuracy; dart-eval-result-mistral-dna-fine-tuned-cts-acc-accuracy; dart-eval-result-nucleotide-transformer-fine-tuned-cts-acc-accuracy; dart-eval-result-probing-head-like-ab-initio-cts-acc-accuracy; dart-eval-result-chrombpnet-like-ab-initio-cts-acc-accuracy; source ids: evidence-expansion-p2-evidence-discovery-final-dart-4194b137ba55; source locator: Table 4, column(Overall Accuracy); context: Every method DART-Eval reports on Cell-type-specific element classification, overall accuracy, scored with Accuracy on ENCODE chromatin accessibility peaks in five cell lines.; caveats: Author-reported numbers, source checked but not independently reproduced.; The evaluation setting is part of the method name: a zero-shot, probed and fine-tuned run of the same model are different entries.; Metrics and datasets differ between tasks, so these figures cannot be averaged into one score.; review: method: automated_source_review; date: 2026-09-18
Related records
- part of: DART-Eval
- subject: DART-Eval CTS-ACC: part of discovery-benchmark-dart-eval
- benchmark: Caduceus (fine-tuned) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy
- benchmark: Caduceus (probed) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy
- benchmark: ChromBPNet-like (ab initio) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy
- benchmark: DNABERT-2 (fine-tuned) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy
- benchmark: DNABERT-2 (probed) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy
- benchmark: GENA-LM (fine-tuned) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy
- benchmark: GENA-LM (probed) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy
- benchmark: HyenaDNA (fine-tuned) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy
- benchmark: HyenaDNA (probed) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy
- benchmark: Mistral-DNA (fine-tuned) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy
- benchmark: Mistral-DNA (probed) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy
- benchmark: Nucleotide Transformer (fine-tuned) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy
- benchmark: Nucleotide Transformer (probed) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy
- benchmark: Probing-head-like (ab initio) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy