HyenaDNA
Best checkpoint of this model family, as selected by the mRNABench authors and listed in their Appendix D.
Overview
Best checkpoint of this model family, as selected by the mRNABench authors and listed in their Appendix D.
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 · 10 evaluations · 10 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 |
|---|---|---|
| HyenaDNA on mRNABench ECLIP: eCLIP binding site prediction Configuration: HyenaDNATask: mRNABench ECLIP: eCLIP binding site predictionDataset subset: mRNABench eCLIP (mRNABench split) A linear probe over frozen embeddings, scored as the mean over ten random seeds. Author-reported evaluation · Evaluation metadata: source checked | ||
| 37.4% auprc Unit: percent · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedmRNABench: A curated benchmark for mature mRNA property and function prediction · Table 2, row(HyenaDNA), column(eCLIP) Source checking is not independent reproduction. |
| HyenaDNA on mRNABench GO: Gene Ontology term prediction Configuration: HyenaDNATask: mRNABench GO: Gene Ontology term predictionDataset subset: mRNABench GO (mRNABench split) A linear probe over frozen embeddings, scored as the mean over ten random seeds. Author-reported evaluation · Evaluation metadata: source checked | ||
| 31.0% auprc Unit: percent · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedmRNABench: A curated benchmark for mature mRNA property and function prediction · Table 2, row(HyenaDNA), column(GO) Source checking is not independent reproduction. |
| HyenaDNA on mRNABench HL: mRNA half life Configuration: HyenaDNATask: mRNABench HL: mRNA half lifeDataset subset: mRNABench HL (mRNABench split) A linear probe over frozen embeddings, scored as the mean over ten random seeds. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.45 pearson_r Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedmRNABench: A curated benchmark for mature mRNA property and function prediction · Table 2, row(HyenaDNA), column(HL) Source checking is not independent reproduction. |
| HyenaDNA on mRNABench MRL-HL-PAIR: Paired mean ribosome load and half life Configuration: HyenaDNATask: mRNABench MRL-HL-PAIR: Paired mean ribosome load and half lifeDataset subset: mRNABench MRL-HL-Pair (mRNABench split) A linear probe over frozen embeddings, scored as the mean over ten random seeds. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.60 pearson_r Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedmRNABench: A curated benchmark for mature mRNA property and function prediction · Table 2, row(HyenaDNA), column(MRL-HL-Pair) Source checking is not independent reproduction. |
| HyenaDNA on mRNABench MRL-MPRA: Mean ribosome load on an MPRA library Configuration: HyenaDNATask: mRNABench MRL-MPRA: Mean ribosome load on an MPRA libraryDataset subset: mRNABench MRL MPRA (mRNABench split) A linear probe over frozen embeddings, scored as the mean over ten random seeds. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.49 pearson_r Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedmRNABench: A curated benchmark for mature mRNA property and function prediction · Table 2, row(HyenaDNA), column(MRL MPRA) Source checking is not independent reproduction. |
| HyenaDNA on mRNABench MRL: Mean ribosome load Configuration: HyenaDNATask: mRNABench MRL: Mean ribosome loadDataset subset: mRNABench MRL (mRNABench split) A linear probe over frozen embeddings, scored as the mean over ten random seeds. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.28 pearson_r Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedmRNABench: A curated benchmark for mature mRNA property and function prediction · Table 2, row(HyenaDNA), column(MRL) Source checking is not independent reproduction. |
| HyenaDNA on mRNABench MRNA-LOC-LR: mRNA localisation, long range Configuration: HyenaDNATask: mRNABench MRNA-LOC-LR: mRNA localisation, long rangeDataset subset: mRNABench mRNA Loc-LR (mRNABench split) A linear probe over frozen embeddings, scored as the mean over ten random seeds. Author-reported evaluation · Evaluation metadata: source checked | ||
| 76.0% auprc Unit: percent · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedmRNABench: A curated benchmark for mature mRNA property and function prediction · Table 2, row(HyenaDNA), column(mRNA Loc-LR) Source checking is not independent reproduction. |
| HyenaDNA on mRNABench MRNA-LOC-SR: mRNA localisation, short range Configuration: HyenaDNATask: mRNABench MRNA-LOC-SR: mRNA localisation, short rangeDataset subset: mRNABench mRNA Loc-SR (mRNABench split) A linear probe over frozen embeddings, scored as the mean over ten random seeds. Author-reported evaluation · Evaluation metadata: source checked | ||
| 67.2% auprc Unit: percent · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedmRNABench: A curated benchmark for mature mRNA property and function prediction · Table 2, row(HyenaDNA), column(mRNA Loc-SR) Source checking is not independent reproduction. |
| HyenaDNA on mRNABench PROT-LOC: Protein localisation Configuration: HyenaDNATask: mRNABench PROT-LOC: Protein localisationDataset subset: mRNABench Prot Loc (mRNABench split) A linear probe over frozen embeddings, scored as the mean over ten random seeds. Author-reported evaluation · Evaluation metadata: source checked | ||
| 31.8% auprc Unit: percent · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedmRNABench: A curated benchmark for mature mRNA property and function prediction · Table 2, row(HyenaDNA), column(Prot Loc) Source checking is not independent reproduction. |
| HyenaDNA on mRNABench VEP: Variant effect prediction Configuration: HyenaDNATask: mRNABench VEP: Variant effect predictionDataset subset: mRNABench VEP (mRNABench split) A linear probe over frozen embeddings, scored as the mean over ten random seeds. Author-reported evaluation · Evaluation metadata: source checked | ||
| 23.2% auprc Unit: percent · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedmRNABench: A curated benchmark for mature mRNA property and function prediction · Table 2, row(HyenaDNA), column(VEP) 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.
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| Property and statement | Original source and location | Review and provenance |
|---|
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Sources and history
Release 2026-09-17-134cd1815de8 · Record review: source checked
1 source records and release history
- mRNABench: A curated benchmark for mature mRNA property and function prediction · Original source · preprint archived 2025-07-08
Technical metadata and extraction receipts
Stable ID: mrnabench-method-hyenadna
- areas
- rna-transcriptomes
- source locator
- Table 2, row(HyenaDNA)
- missing metadata
- checkpoint revision: unreported; parameters: unextracted
Related records
- model: HyenaDNA on mRNABench ECLIP: eCLIP binding site prediction
- model: HyenaDNA on mRNABench GO: Gene Ontology term prediction
- model: HyenaDNA on mRNABench HL: mRNA half life
- model: HyenaDNA on mRNABench MRL: Mean ribosome load
- model: HyenaDNA on mRNABench MRL-HL-PAIR: Paired mean ribosome load and half life
- model: HyenaDNA on mRNABench MRL-MPRA: Mean ribosome load on an MPRA library
- model: HyenaDNA on mRNABench MRNA-LOC-LR: mRNA localisation, long range
- model: HyenaDNA on mRNABench MRNA-LOC-SR: mRNA localisation, short range
- model: HyenaDNA on mRNABench PROT-LOC: Protein localisation
- model: HyenaDNA on mRNABench VEP: Variant effect prediction