DNABERT-2 (zero-shot embedding)
DNA language model evaluated by the DART-Eval authors in the zero-shot embedding setting.
Overview
DNA language model evaluated by the DART-Eval authors in the zero-shot embedding setting.
Consult the linked sources for architecture or protocol details. Missing evidence is not evidence of a missing capability.
Evaluations and results
Release 2026-09-17-134cd1815de8 · 2 evaluations · 2 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 |
|---|---|---|
| DNABERT-2 (zero-shot embedding) on DART-Eval VS-AFRICAN-AUROC: Variant scoring on Chromatin QTLs in African LCLs, AUROC Configuration: DNABERT-2 (zero-shot embedding)Task: DART-Eval VS-AFRICAN-AUROC: Variant scoring on Chromatin QTLs in African LCLs, AUROCDataset subset: Chromatin QTLs in African LCLs (DART-Eval split) Score the effect of a variant on chromatin accessibility, against the measured QTL call. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.480 auroc 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 6, row(African DNABERT-2), column(zero-shot embedding auroc) Source checking is not independent reproduction. |
| DNABERT-2 (zero-shot embedding) on DART-Eval VS-YORUBAN-AUROC: Variant scoring on DNase QTLs in Yoruban LCLs, AUROC Configuration: DNABERT-2 (zero-shot embedding)Task: DART-Eval VS-YORUBAN-AUROC: Variant scoring on DNase QTLs in Yoruban LCLs, AUROCDataset subset: DNase QTLs in Yoruban LCLs (DART-Eval split) Score the effect of a variant on chromatin accessibility, against the measured QTL call. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.505 auroc 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 6, row(Yoruban DNABERT-2), column(zero-shot embedding auroc) Source checking is not independent reproduction. |
Evidence table
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One row per statement and cited source. Multiple citations are not independent evaluations. Shared locators are labelled explicitly.
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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-method-dnabert-2-zero-shot-embedding
- areas
- dna-genomes
- source locator
- Table 1, row(DNABERT-2)
- missing metadata
- checkpoint revision: unreported; parameters: unextracted