0.610 accuracy
HyenaDNA (fine-tuned) · DART-Eval CTS-ACC · Accuracy
- Tested configuration
- HyenaDNA (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)
- Procedure
- Classify which of five cell lines a accessible element belongs to.
- Evaluation
- HyenaDNA (fine-tuned) on DART-Eval CTS-ACC: Cell-type-specific element classification, overall accuracy
- Evidence
- Author-reported evaluation · source checkedDART-Eval: A Comprehensive DNA Language Model Evaluation Benchmark on Regulatory DNA · Table 4, row(Fine-Tuned HyenaDNA), column(CTS-ACC)
A source-checked result verifies the numerical transcription, not every model or protocol detail. Evaluation metadata: source checked. Source checked does not mean independently reproduced.
Methods and reproduction
DART-Eval evaluation of HyenaDNA (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
- HyenaDNA (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 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 |
|---|---|---|
| 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. |
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 |
|---|---|---|
| Reported result 0.610 Individual claims | DART-Eval: A Comprehensive DNA Language Model Evaluation Benchmark on Regulatory DNA Table 4, row(Fine-Tuned HyenaDNA), column(CTS-ACC) Version: 2412.05430v1 | source checked Deterministic parse of the pinned HTML tables, with row and column counts asserted · 2026-09-18 author reported Audit detailsSource checked, not reproduced. Metrics differ by task, so no composite score across tasks is computed or implied. Field: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. Extraction artifact SHA-256: |
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-result-hyenadna-fine-tuned-cts-acc-accuracy
- areas
- dna-genomes
- tasks
- Cell-type-specific element classification, overall accuracy
- metric
- accuracy
- metric direction
- higher
- unit
- fraction
- printed value
- 0.610
- numeric value
- 0.610
- uncertainty
- Not reported
- source locator
- Table 4, row(Fine-Tuned HyenaDNA), column(CTS-ACC)
- missing metadata
- denominator: unextracted; seeds: unreported
- review
- method: Deterministic parse of the pinned HTML tables, with row and column counts asserted; reviewer: Codex research agent; no human review claimed; date: 2026-09-18; artifact sha256: 4194b137ba55c9a2c269d119a9afec6ae1bb0feaf17d91433ae483c41221a56b; retrieval url: https://arxiv.org/html/2412.05430v1; notes: Source checked, not reproduced. Metrics differ by task, so no composite score across tasks is computed or implied.