mRNABench PROT-LOC: Protein localisation
Protein localisation. Scored with AUPRC (%) on mRNABench Prot Loc. A linear probe over frozen embeddings, scored as the mean over ten random seeds.
Overview
Protein localisation. Scored with AUPRC (%) on mRNABench Prot Loc. A linear probe over frozen embeddings, scored as the mean over ten random seeds.
Consult the linked sources for architecture or protocol details. Missing evidence is not evidence of a missing capability.
Results
Each comparison retains its reviewed evaluation scope, dataset and metric. Results are shown without a pooled ranking.
mRNABench PROT-LOC: Protein localisation
auprc (percent) · Higher values are better.
mRNABench PROT-LOC: Protein localisation · mRNABench Prot Loc (mRNABench split)
Evidence origin: Author-reported evaluation.
mRNABench: A curated benchmark for mature mRNA property and function prediction · Table 2, column(Prot Loc)- Metrics alternate between AUPRC on a percentage scale and Pearson R, so figures in different columns are on different scales.
- Each row is the best checkpoint of a model family, chosen by the authors, not the family's average.
Comparison details and limitations
Every method mRNABench reports on Protein localisation, scored with AUPRC (%) on mRNABench Prot Loc.
- Author-reported numbers, source checked but not independently reproduced.
Automated source review: 2026-09-18. Numerical source review does not establish independent reproduction.
Dots show point estimates. Whiskers show only explicitly defined uncertainty (standard deviation, standard error or a labelled interval); their definitions remain in Table. Unresolved uncertainty is not plotted. Differences do not establish statistical significance.
Showing 12 of 21 matching rows.
Methods and evaluation design
Procedure, tasks and evaluated configurations
Evaluation design
Benchmarks bring together tasks and protocols. A task describes the biological question; a protocol defines a particular test.
Benchmarks
These source-backed links do not make different protocols or scores interchangeable.
Recorded evaluations
Each evaluation records what was tested and under which conditions.
- 3UTRBERT on mRNABench PROT-LOC: Protein localisation
- AIDO.RNA on mRNABench PROT-LOC: Protein localisation
- DNABERT-S on mRNABench PROT-LOC: Protein localisation
- DNABERT2 on mRNABench PROT-LOC: Protein localisation
- ERNIE-RNA on mRNABench PROT-LOC: Protein localisation
- Evo1 on mRNABench PROT-LOC: Protein localisation
- Evo2 on mRNABench PROT-LOC: Protein localisation
- Helix-mRNA on mRNABench PROT-LOC: Protein localisation
- HyenaDNA on mRNABench PROT-LOC: Protein localisation
- Naive Baseline on mRNABench PROT-LOC: Protein localisation
- Naive Mamba on mRNABench PROT-LOC: Protein localisation
- NT on mRNABench PROT-LOC: Protein localisation
Run instructions
No runnable recipe has been reviewed for this task. Dataset access, model requirements, licences and compute requirements must be checked against its sources before execution.
A task describes a biological question. Choose a linked protocol to obtain concrete split and scoring instructions.
Strengths, limitations and unresolved questions
Evidence
Source checking verifies the cited claim or transcription. It does not establish 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.
1 evidence row matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| Relationship: part of discovery-benchmark-mrnabench Individual claims | mRNABench: A curated benchmark for mature mRNA property and function prediction Table 2, column(Prot Loc) Version: preprint archived 2025-07-08 | source checked automated source review · 2026-09-18 Audit detailsPrimary-source transcription with no human sign-off and no independent reproduction. Field: Claim: mrnabench-association-prot-loc Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
Sources and history
View linked audit checks and correction history
Release 2026-09-29-06401fd5b220 · 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-task-prot-loc
- areas
- rna-transcriptomes
- tasks
- Protein localisation
- metric
- AUPRC (%)
- metric direction
- higher
- dataset
- mRNABench Prot Loc
- protocol
- A linear probe over frozen embeddings, scored as the mean over ten random seeds.
- source locator
- Table 2, column(Prot Loc)
- comparison panels
- id: mrnabench-panel-prot-loc; title: mRNABench PROT-LOC: Protein localisation; protocol id: mrnabench-task-prot-loc; dataset id: mrnabench-dataset-mrnabench-prot-loc; metric: auprc; unit: percent; direction: higher; result ids: mrnabench-result-naive-baseline-prot-loc-auprc; mrnabench-result-naive-mamba-prot-loc-auprc; mrnabench-result-supervised-cnn-prot-loc-auprc; mrnabench-result-3utrbert-prot-loc-auprc; mrnabench-result-aido-rna-prot-loc-auprc; mrnabench-result-dnabert-s-prot-loc-auprc; mrnabench-result-dnabert2-prot-loc-auprc; mrnabench-result-ernie-rna-prot-loc-auprc; mrnabench-result-evo1-prot-loc-auprc; mrnabench-result-evo2-prot-loc-auprc; mrnabench-result-helix-mrna-prot-loc-auprc; mrnabench-result-hyenadna-prot-loc-auprc; mrnabench-result-nt-prot-loc-auprc; mrnabench-result-orthrus-prot-loc-auprc; mrnabench-result-rna-fm-prot-loc-auprc; mrnabench-result-rna-msm-prot-loc-auprc; mrnabench-result-rnabert-prot-loc-auprc; mrnabench-result-rnaernie-prot-loc-auprc; mrnabench-result-rinalmo-prot-loc-auprc; mrnabench-result-splicebert-prot-loc-auprc; mrnabench-result-utr-lm-prot-loc-auprc; source ids: expansion-p3-mrnabench-2025; source locator: Table 2, column(Prot Loc); context: Every method mRNABench reports on Protein localisation, scored with AUPRC (%) on mRNABench Prot Loc.; caveats: Author-reported numbers, source checked but not independently reproduced.; Metrics alternate between AUPRC on a percentage scale and Pearson R, so figures in different columns are on different scales.; Each row is the best checkpoint of a model family, chosen by the authors, not the family's average.; review: method: automated_source_review; date: 2026-09-18
Related records
- part of: mRNABench
- subject: mRNABench PROT-LOC: part of discovery-benchmark-mrnabench
- benchmark: 3UTRBERT on mRNABench PROT-LOC: Protein localisation
- benchmark: AIDO.RNA on mRNABench PROT-LOC: Protein localisation
- benchmark: DNABERT-S on mRNABench PROT-LOC: Protein localisation
- benchmark: DNABERT2 on mRNABench PROT-LOC: Protein localisation
- benchmark: ERNIE-RNA on mRNABench PROT-LOC: Protein localisation
- benchmark: Evo1 on mRNABench PROT-LOC: Protein localisation
- benchmark: Evo2 on mRNABench PROT-LOC: Protein localisation
- benchmark: Helix-mRNA on mRNABench PROT-LOC: Protein localisation
- benchmark: HyenaDNA on mRNABench PROT-LOC: Protein localisation
- benchmark: Naive Baseline on mRNABench PROT-LOC: Protein localisation
- benchmark: Naive Mamba on mRNABench PROT-LOC: Protein localisation
- benchmark: NT on mRNABench PROT-LOC: Protein localisation
- benchmark: Orthrus on mRNABench PROT-LOC: Protein localisation
- benchmark: RiNALMo on mRNABench PROT-LOC: Protein localisation
- benchmark: RNA-FM on mRNABench PROT-LOC: Protein localisation
- benchmark: RNA-MSM on mRNABench PROT-LOC: Protein localisation
- benchmark: RNABERT on mRNABench PROT-LOC: Protein localisation
- benchmark: RNAErnie on mRNABench PROT-LOC: Protein localisation
- benchmark: SpliceBERT on mRNABench PROT-LOC: Protein localisation
- benchmark: Supervised CNN on mRNABench PROT-LOC: Protein localisation
- benchmark: UTR-LM on mRNABench PROT-LOC: Protein localisation