DNABERT2
Prior mRNABench evaluated pipeline, quoted in MIMIC Table S11; not a new execution.
Overview
Prior mRNABench evaluated pipeline, quoted in MIMIC Table S11; not a new execution.
Consult the linked sources for architecture or protocol details. Missing evidence is not evidence of a missing capability.
Evaluations and results
7 evaluations · 7 metric rows. Different protocols are not a single leaderboard.
Filter evaluations
Applied filters: All linked evaluations
| Tested configuration | Protocol and dataset | Finding | Evidence and details |
|---|---|---|---|
| Pipeline: DNABERT2 | Protocol: MIMIC mRNABench probes eCLIP: eCLIP prediction Dataset subset: mRNABench eCLIP as reported in MIMIC Table S11 (MIMIC mRNABench probes split) | 0.371 auprc fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Result quoted from another source · source checkedMethods, coverage and sourceDNABERT2 on MIMIC mRNABench probes eCLIP: eCLIP prediction MIMIC uses concatenated register tokens and mean-pooled RNA-track representations with supervised probes. Nucleotide/codon/amino-acid conditioning is selected per task on validation data; predictions are averaged across selected modality subsets. Comparator scores are quoted from prior mRNABench work. Aggregation: Not reported MIMIC v1: Table S11 and Appendix D.3 · Table S11 (HTML A4.T11), data row 4 (DNABERT2 [ 33 ]), column 2 (eCLIP) |
| Pipeline: DNABERT2 | Protocol: MIMIC mRNABench probes GO: GO prediction Dataset subset: mRNABench GO as reported in MIMIC Table S11 (MIMIC mRNABench probes split) | 0.326 auprc fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Result quoted from another source · source checkedMethods, coverage and sourceDNABERT2 on MIMIC mRNABench probes GO: GO prediction MIMIC uses concatenated register tokens and mean-pooled RNA-track representations with supervised probes. Nucleotide/codon/amino-acid conditioning is selected per task on validation data; predictions are averaged across selected modality subsets. Comparator scores are quoted from prior mRNABench work. Aggregation: Not reported MIMIC v1: Table S11 and Appendix D.3 · Table S11 (HTML A4.T11), data row 4 (DNABERT2 [ 33 ]), column 3 (GO) |
| Pipeline: DNABERT2 | Protocol: MIMIC mRNABench probes MRL (LBKWK): MRL (LBKWK) prediction Dataset subset: mRNABench MRL (LBKWK) as reported in MIMIC Table S11 (MIMIC mRNABench probes split) | 0.534 pearson_r correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Result quoted from another source · source checkedMethods, coverage and sourceDNABERT2 on MIMIC mRNABench probes MRL (LBKWK): MRL (LBKWK) prediction MIMIC uses concatenated register tokens and mean-pooled RNA-track representations with supervised probes. Nucleotide/codon/amino-acid conditioning is selected per task on validation data; predictions are averaged across selected modality subsets. Comparator scores are quoted from prior mRNABench work. Aggregation: Not reported MIMIC v1: Table S11 and Appendix D.3 · Table S11 (HTML A4.T11), data row 4 (DNABERT2 [ 33 ]), column 6 (MRL (LBKWK)) |
| Pipeline: DNABERT2 | Protocol: MIMIC mRNABench probes MRL (Sugimoto): MRL (Sugimoto) prediction Dataset subset: mRNABench MRL (Sugimoto) as reported in MIMIC Table S11 (MIMIC mRNABench probes split) | 0.286 pearson_r correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Result quoted from another source · source checkedMethods, coverage and sourceDNABERT2 on MIMIC mRNABench probes MRL (Sugimoto): MRL (Sugimoto) prediction MIMIC uses concatenated register tokens and mean-pooled RNA-track representations with supervised probes. Nucleotide/codon/amino-acid conditioning is selected per task on validation data; predictions are averaged across selected modality subsets. Comparator scores are quoted from prior mRNABench work. Aggregation: Not reported MIMIC v1: Table S11 and Appendix D.3 · Table S11 (HTML A4.T11), data row 4 (DNABERT2 [ 33 ]), column 7 (MRL (Sugimoto)) |
| Pipeline: DNABERT2 | Protocol: MIMIC mRNABench probes Protein Localization: Protein Localization prediction Dataset subset: mRNABench Protein Localization as reported in MIMIC Table S11 (MIMIC mRNABench probes split) | 0.325 auprc fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Result quoted from another source · source checkedMethods, coverage and sourceDNABERT2 on MIMIC mRNABench probes Protein Localization: Protein Localization prediction MIMIC uses concatenated register tokens and mean-pooled RNA-track representations with supervised probes. Nucleotide/codon/amino-acid conditioning is selected per task on validation data; predictions are averaged across selected modality subsets. Comparator scores are quoted from prior mRNABench work. Aggregation: Not reported MIMIC v1: Table S11 and Appendix D.3 · Table S11 (HTML A4.T11), data row 4 (DNABERT2 [ 33 ]), column 4 (Protein Localization) |
| Pipeline: DNABERT2 | Protocol: MIMIC mRNABench probes RNA Half Life: RNA Half Life prediction Dataset subset: mRNABench RNA Half Life as reported in MIMIC Table S11 (MIMIC mRNABench probes split) | 0.475 pearson_r correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Result quoted from another source · source checkedMethods, coverage and sourceDNABERT2 on MIMIC mRNABench probes RNA Half Life: RNA Half Life prediction MIMIC uses concatenated register tokens and mean-pooled RNA-track representations with supervised probes. Nucleotide/codon/amino-acid conditioning is selected per task on validation data; predictions are averaged across selected modality subsets. Comparator scores are quoted from prior mRNABench work. Aggregation: Not reported MIMIC v1: Table S11 and Appendix D.3 · Table S11 (HTML A4.T11), data row 4 (DNABERT2 [ 33 ]), column 8 (RNA Half Life) |
| Pipeline: DNABERT2 | Protocol: MIMIC mRNABench probes RNA Localization: RNA Localization prediction Dataset subset: mRNABench RNA Localization as reported in MIMIC Table S11 (MIMIC mRNABench probes split) | 0.675 auprc fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Result quoted from another source · source checkedMethods, coverage and sourceDNABERT2 on MIMIC mRNABench probes RNA Localization: RNA Localization prediction MIMIC uses concatenated register tokens and mean-pooled RNA-track representations with supervised probes. Nucleotide/codon/amino-acid conditioning is selected per task on validation data; predictions are averaged across selected modality subsets. Comparator scores are quoted from prior mRNABench work. Aggregation: Not reported MIMIC v1: Table S11 and Appendix D.3 · Table S11 (HTML A4.T11), data row 4 (DNABERT2 [ 33 ]), column 5 (RNA Localization) |
Source checking is not independent reproduction. Release 2026-09-23-2b89723c6dd9.
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How it works, versions and access
Underlying model: DNABERT-2. Results on this page belong to this pipeline and its evaluated settings.
Strengths, limitations and unresolved questions
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.
1 evidence row matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| Relationship: uses model discovery-model-dnabert-2 Individual claims | MIMIC v1: Table S11 and Appendix D.3 Table S11, row DNABERT2 [ 33 ]; Appendix D.3 Version: arXiv version 1 | source checked automated source review · 2026-09-23 Audit detailsSource-backed evaluated identity only; no independent reproduction. Field: Claim: mimic-2026-mrnabench-method-dnabert2-discovery-model-dnabert-2-identity-claim Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
Sources and history
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Release 2026-09-23-2b89723c6dd9 · Record review: source checked
1 source records and release history
- MIMIC v1: Table S11 and Appendix D.3 · Original source · arXiv version 1
Technical metadata and extraction receipts
Stable ID: mimic-2026-mrnabench-method-dnabert2
- areas
- molecular-omics
- source locator
- Table S11, row DNABERT2 [ 33 ]; Appendix D.3
- missing metadata
- checkpoint revision: unreported; parameters: unextracted
Related records
- uses model: DNABERT-2
- model: DNABERT2 on MIMIC mRNABench probes eCLIP: eCLIP prediction
- model: DNABERT2 on MIMIC mRNABench probes GO: GO prediction
- model: DNABERT2 on MIMIC mRNABench probes MRL (LBKWK): MRL (LBKWK) prediction
- model: DNABERT2 on MIMIC mRNABench probes MRL (Sugimoto): MRL (Sugimoto) prediction
- model: DNABERT2 on MIMIC mRNABench probes Protein Localization: Protein Localization prediction
- model: DNABERT2 on MIMIC mRNABench probes RNA Half Life: RNA Half Life prediction
- model: DNABERT2 on MIMIC mRNABench probes RNA Localization: RNA Localization prediction
- subject: DNABERT2: uses model discovery-model-dnabert-2