This paper-specific evaluation tests translation-efficiency prediction using human ultra-long mRNAs.
Explanatory profile: limited source coverage · Automated source review, 2026-09-16. This does not change the review status of its results.
| Property | Description and evidence |
|---|---|
| Record type | Paper-specific task; protocol incompletely extractedmRNABERT: advancing mRNA sequence design with a universal language model and comprehensive dataset · Table 2, mRNABERT (3066) row, Human R-squared column |
| Inputs | human ultra-long mRNAsmRNABERT: advancing mRNA sequence design with a universal language model and comprehensive dataset · Table 2, mRNABERT (3066) row, Human R-squared column |
| Assessment | R-squaredmRNABERT: advancing mRNA sequence design with a universal language model and comprehensive dataset · Table 2, mRNABERT (3066) row, Human R-squared column |
| Recorded split or evaluation setting | paper evaluationmRNABERT: advancing mRNA sequence design with a universal language model and comprehensive dataset · Table 2, mRNABERT (3066) row, Human R-squared column |
| Datasets | Not extracted or verified for this record. |
| Organisms | Not extracted or verified for this record. |
| Assays | Not extracted or verified for this record. |
| Adaptation | Not extracted or verified for this record. |
| Baselines | Not extracted or verified for this record. |
Outline of the existing paper extraction. Split membership, fitting details and scorer implementation remain incompletely reviewed.
The existing paper extraction describes: human translation-efficiency regression at 3066-nt input. This description is retained with the exact evaluation records; it is not a new protocol reconstruction.
mRNABERT: advancing mRNA sequence design with a universal language model and comprehensive dataset · Table 2, mRNABERT (3066) row, Human R-squared columnRelease 2026-09-16-d74d282221a9 · 1 evaluation · 1 metric row. Different protocols are not a single leaderboard.
| Metric and finding | Coverage and uncertainty | Evidence |
|---|---|---|
| mRNABERT: translation-efficiency prediction human translation-efficiency regression at 3066-nt input Author-reported evaluation · Evaluation metadata: needs review | ||
| 0.669 R-squared Unit: unitless · Direction: unknown | Uncertainty: not reported in legacy extract Scored: Not reported · Eligible: Not reported | source checkedmRNABERT: advancing mRNA sequence design with a universal language model and comprehensive dataset · Table 2, mRNABERT (3066) row, Human R-squared column Source checking is not independent reproduction. |
Catalogue extraction inspected; protocol claims remain limited to the cited evidence. Missing details are not presumed absent from the original paper.
Stable record: reported-task-f7142c3b3e0f3cRelease 2026-09-16-d74d282221a9 · Record review: needs review
Stable ID: reported-task-f7142c3b3e0f3c