DART-Eval: A Comprehensive DNA Language Model Evaluation Benchmark on Regulatory DNA
2024 · NeurIPS 2024 Datasets and Benchmarks Track proceedings · Peer-reviewed
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Results
Values as the source printed them. Compare results only under compatible protocols, datasets and metrics.
| Model or configuration | Metric | Value | Dataset | Evaluation |
|---|---|---|---|---|
| DNABERT-2 | Accuracy | 0.876 fraction | DART-Eval cCREs versus matched shuffled controls | DNABERT-2: regulatory element identification |
Claims
Statements this source supports, each with where in the source it was checked.
- DNABERT-2: family DNABERT-2: Family DNABERT-2 (DART-Eval Table 1 and model selection paragraph; official DNABERT-2 README; source-labelled configuration DNABERT-2 | Existing reviewed locator: Table 2 (models); Section 3.2 zero-shot analysis; Table 3 regulatory-element identification; Appendix B evaluation procedures)
- Reported accuracy for DNABERT-2: Printed value 0.876 (Table 3 (PDF page 5), DNABERT-2 row, Zero-Shot Accuracy column)
Models, benchmarks and other records
Configurations (1)
Tasks (3)
Datasets (1)
Evaluations (1)
Evidence
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Evidence table
Inspect claims, sources and review details
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One row per statement and cited source. Multiple citations are not independent evaluations. Shared locators are labelled explicitly.
18 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| Artifact retrieved at 2026-09-16T10:38:57.558203+00:00 Source metadata | DART-Eval: A Comprehensive DNA Language Model Evaluation Benchmark on Regulatory DNA No field-specific location recorded Version: NeurIPS 2024 Datasets and Benchmarks Track proceedings | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Artifact SHA-256 e5aee5b1f7cc6fd961b1d2a131d02cf243b79e091d5e418fbabee7fde9b39b22 Source metadata | DART-Eval: A Comprehensive DNA Language Model Evaluation Benchmark on Regulatory DNA No field-specific location recorded Version: NeurIPS 2024 Datasets and Benchmarks Track proceedings | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Artifact url https://proceedings.neurips.cc/paper_files/paper/2024/file/71998bfc3217ffe1cca1ee084dfadadd-Paper-Datasets_and_Benchmarks_Track.pdf Source metadata | DART-Eval: A Comprehensive DNA Language Model Evaluation Benchmark on Regulatory DNA No field-specific location recorded Version: NeurIPS 2024 Datasets and Benchmarks Track proceedings | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Doi 10.52202/079017-1981 Source metadata | DART-Eval: A Comprehensive DNA Language Model Evaluation Benchmark on Regulatory DNA No field-specific location recorded Version: NeurIPS 2024 Datasets and Benchmarks Track proceedings | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Missing metadata: licence: reason unextracted Source metadata | DART-Eval: A Comprehensive DNA Language Model Evaluation Benchmark on Regulatory DNA No field-specific location recorded Version: NeurIPS 2024 Datasets and Benchmarks Track proceedings | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Publication status peer_reviewed Source metadata | DART-Eval: A Comprehensive DNA Language Model Evaluation Benchmark on Regulatory DNA No field-specific location recorded Version: NeurIPS 2024 Datasets and Benchmarks Track proceedings | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Retrieved at 2026-09-15T23:33:26Z Source metadata | DART-Eval: A Comprehensive DNA Language Model Evaluation Benchmark on Regulatory DNA No field-specific location recorded Version: NeurIPS 2024 Datasets and Benchmarks Track proceedings | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Scope decision included Source metadata | DART-Eval: A Comprehensive DNA Language Model Evaluation Benchmark on Regulatory DNA No field-specific location recorded Version: NeurIPS 2024 Datasets and Benchmarks Track proceedings | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Url https://proceedings.neurips.cc/paper_files/paper/2024/file/71998bfc3217ffe1cca1ee084dfadadd-Paper-Datasets_and_Benchmarks_Track.pdf Source metadata | DART-Eval: A Comprehensive DNA Language Model Evaluation Benchmark on Regulatory DNA No field-specific location recorded Version: NeurIPS 2024 Datasets and Benchmarks Track proceedings | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Version NeurIPS 2024 Datasets and Benchmarks Track proceedings Source metadata | DART-Eval: A Comprehensive DNA Language Model Evaluation Benchmark on Regulatory DNA No field-specific location recorded Version: NeurIPS 2024 Datasets and Benchmarks Track proceedings | catalogued No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
Sources and history
Release 2026-11-02-a7f03c9e55a5 · Record review: discovered
Primary paper retained with its original identifier. Metadata inherited from the literature collection; individual result checks are separate.
Technical metadata and extraction receipts
Stable ID: dart-eval-regulatory-2024
- areas
- dna-genomes
- url
- https://proceedings.neurips.cc/paper_files/paper/2024/file/71998bfc3217ffe1cca1ee084dfadadd-Paper-Datasets_and_Benchmarks_Track.pdf
- version
- NeurIPS 2024 Datasets and Benchmarks Track proceedings
- retrieved at
- 2026-09-15T23:33:26Z
- doi
- 10.52202/079017-1981
- publication status
- peer_reviewed
- year
- 2024
- artifact sha256
- e5aee5b1f7cc6fd961b1d2a131d02cf243b79e091d5e418fbabee7fde9b39b22
- artifact url
- https://proceedings.neurips.cc/paper_files/paper/2024/file/71998bfc3217ffe1cca1ee084dfadadd-Paper-Datasets_and_Benchmarks_Track.pdf
- artifact retrieved at
- 2026-09-16T10:38:57.558203+00:00
- scope decision
- included
- missing metadata
- licence: reason: unextracted