NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot
Fitness prediction on mRNA assays, few-shot. Scored with Spearman ρ on NABench mRNA assays. Scored few-shot across the NABench mRNA assays.
Overview
Fitness prediction on mRNA assays, few-shot. Scored with Spearman ρ on NABench mRNA assays. Scored few-shot across the NABench mRNA assays.
Consult the linked sources for architecture or protocol details. Missing evidence is not evidence of a missing capability.
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.
- AIDO.RNA on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot
- BiRNA-BERT on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot
- Crafts on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot
- Dnabert_6 on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot
- Dnabert on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot
- Enformer on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot
- Evo_1.5_8k_base on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot
- Evo_1_8k_base on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot
- Evo_1_8k on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot
- Evo2-7B-base on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot
- Evo2-7B on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot
- GENA-LM-large on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot
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.
Published comparisons
Explore the results reported under one evaluation protocol. Each figure keeps its source, dataset and metric together; it is not a ranking across studies. The pooled view gathers every source table that reports the same metric and names what it does not hold constant.
NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot
spearman (correlation) · Higher values are better for this metric.
Every method NABench reports on Fitness prediction on mRNA assays, few-shot, scored with Spearman ρ on NABench mRNA assays.
- RNA-FM · Configuration · Author-reported evaluation0.318
- LucaOne · Configuration · Author-reported evaluation0.261
- RESM · Configuration · Author-reported evaluation0.339
- Enformer · Configuration · Author-reported evaluation0.347
- GENERator-3B · Configuration · Author-reported evaluation0.302
- structRFM · Configuration · Author-reported evaluation0.276
- SPACE · Configuration · Author-reported evaluation0.255
- N.T.-v2-50m · Configuration · Author-reported evaluation0.214
- Evo_1.5_8k_base · Configuration · Author-reported evaluation0.294
- Evo2-7B · Configuration · Author-reported evaluation0.207
- Crafts · Configuration · Author-reported evaluation0.345
- Evo_1_8k_base · Configuration · Author-reported evaluation0.300
- Evo_1_8k · Configuration · Author-reported evaluation0.300
- BiRNA-BERT · Configuration · Author-reported evaluation0.305
- RNAernie · Configuration · Author-reported evaluation0.072
- Evo2-7B-base · Configuration · Author-reported evaluation0.269
- GENA-LM-large · Configuration · Author-reported evaluation0.349
- HyenaDNA · Configuration · Author-reported evaluation0.298
- RiNALMo_giga · Configuration · Author-reported evaluation0.379
- GenerRNA · Configuration · Author-reported evaluation0.216
- Dnabert · Configuration · Author-reported evaluation0.184
- AIDO.RNA · Configuration · Author-reported evaluation0.297
- LucaVirus · Configuration · Author-reported evaluation0.291
- N.T.-v2-500m · Configuration · Author-reported evaluation0.256
- GenSLM · Configuration · Author-reported evaluation0.197
- Dnabert_6 · Configuration · Author-reported evaluation0.084
Source order is preserved. Plotted marks show point estimates; uncertainty, where reported, is retained in the printed values and table. Differences do not establish statistical significance.
NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, column(mRNA)Values, uncertainty and evidence
Scope and limitations
- Author-reported numbers, source checked but not independently reproduced.
- Zero-shot, few-shot and supervised cross validation figures come from different protocols and are not comparable to each other.
- The per-nucleotide-type figures and the overall figures describe the same runs at different resolutions, so they must not be combined.
Source transcription and grouping reviewed by automated source review on 2026-09-18. These experiments were not independently reproduced by rewire.
Tested entities and results
Release 2026-09-17-134cd1815de8 · 26 evaluations · 26 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 |
|---|---|---|
| AIDO.RNA on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot Configuration: AIDO.RNATask: NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shotDataset subset: NABench mRNA assays (NABench split) Scored few-shot across the NABench mRNA assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.297 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(AIDO.RNA), column(mRNA) Source checking is not independent reproduction. |
| BiRNA-BERT on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot Configuration: BiRNA-BERTTask: NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shotDataset subset: NABench mRNA assays (NABench split) Scored few-shot across the NABench mRNA assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.305 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(BiRNA-BERT), column(mRNA) Source checking is not independent reproduction. |
| Crafts on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot Configuration: CraftsTask: NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shotDataset subset: NABench mRNA assays (NABench split) Scored few-shot across the NABench mRNA assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.345 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(Crafts), column(mRNA) Source checking is not independent reproduction. |
| Dnabert_6 on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot Configuration: Dnabert_6Task: NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shotDataset subset: NABench mRNA assays (NABench split) Scored few-shot across the NABench mRNA assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.084 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(Dnabert_6), column(mRNA) Source checking is not independent reproduction. |
| Dnabert on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot Configuration: DnabertTask: NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shotDataset subset: NABench mRNA assays (NABench split) Scored few-shot across the NABench mRNA assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.184 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(Dnabert), column(mRNA) Source checking is not independent reproduction. |
| Enformer on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot Configuration: EnformerTask: NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shotDataset subset: NABench mRNA assays (NABench split) Scored few-shot across the NABench mRNA assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.347 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(Enformer), column(mRNA) Source checking is not independent reproduction. |
| Evo_1.5_8k_base on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot Configuration: Evo_1.5_8k_baseTask: NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shotDataset subset: NABench mRNA assays (NABench split) Scored few-shot across the NABench mRNA assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.294 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(Evo_1.5_8k_base), column(mRNA) Source checking is not independent reproduction. |
| Evo_1_8k_base on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot Configuration: Evo_1_8k_baseTask: NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shotDataset subset: NABench mRNA assays (NABench split) Scored few-shot across the NABench mRNA assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.300 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(Evo_1_8k_base), column(mRNA) Source checking is not independent reproduction. |
| Evo_1_8k on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot Configuration: Evo_1_8kTask: NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shotDataset subset: NABench mRNA assays (NABench split) Scored few-shot across the NABench mRNA assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.300 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(Evo_1_8k), column(mRNA) Source checking is not independent reproduction. |
| Evo2-7B-base on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot Configuration: Evo2-7B-baseTask: NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shotDataset subset: NABench mRNA assays (NABench split) Scored few-shot across the NABench mRNA assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.269 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(Evo2-7B-base), column(mRNA) Source checking is not independent reproduction. |
| Evo2-7B on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot Configuration: Evo2-7BTask: NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shotDataset subset: NABench mRNA assays (NABench split) Scored few-shot across the NABench mRNA assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.207 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(Evo2-7B), column(mRNA) Source checking is not independent reproduction. |
| GENA-LM-large on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot Configuration: GENA-LM-largeTask: NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shotDataset subset: NABench mRNA assays (NABench split) Scored few-shot across the NABench mRNA assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.349 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(GENA-LM-large), column(mRNA) Source checking is not independent reproduction. |
| GENERator-3B on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot Configuration: GENERator-3BTask: NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shotDataset subset: NABench mRNA assays (NABench split) Scored few-shot across the NABench mRNA assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.302 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(GENERator-3B), column(mRNA) Source checking is not independent reproduction. |
| GenerRNA on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot Configuration: GenerRNATask: NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shotDataset subset: NABench mRNA assays (NABench split) Scored few-shot across the NABench mRNA assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.216 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(GenerRNA), column(mRNA) Source checking is not independent reproduction. |
| GenSLM on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot Configuration: GenSLMTask: NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shotDataset subset: NABench mRNA assays (NABench split) Scored few-shot across the NABench mRNA assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.197 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(GenSLM), column(mRNA) Source checking is not independent reproduction. |
| HyenaDNA on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot Configuration: HyenaDNATask: NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shotDataset subset: NABench mRNA assays (NABench split) Scored few-shot across the NABench mRNA assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.298 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(HyenaDNA), column(mRNA) Source checking is not independent reproduction. |
| LucaOne on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot Configuration: LucaOneTask: NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shotDataset subset: NABench mRNA assays (NABench split) Scored few-shot across the NABench mRNA assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.261 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(LucaOne), column(mRNA) Source checking is not independent reproduction. |
| LucaVirus on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot Configuration: LucaVirusTask: NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shotDataset subset: NABench mRNA assays (NABench split) Scored few-shot across the NABench mRNA assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.291 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(LucaVirus), column(mRNA) Source checking is not independent reproduction. |
| N.T.-v2-500m on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot Configuration: N.T.-v2-500mTask: NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shotDataset subset: NABench mRNA assays (NABench split) Scored few-shot across the NABench mRNA assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.256 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(N.T.-v2-500m), column(mRNA) Source checking is not independent reproduction. |
| N.T.-v2-50m on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot Configuration: N.T.-v2-50mTask: NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shotDataset subset: NABench mRNA assays (NABench split) Scored few-shot across the NABench mRNA assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.214 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(N.T.-v2-50m), column(mRNA) Source checking is not independent reproduction. |
| RESM on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot Configuration: RESMTask: NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shotDataset subset: NABench mRNA assays (NABench split) Scored few-shot across the NABench mRNA assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.339 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(RESM), column(mRNA) Source checking is not independent reproduction. |
| RiNALMo_giga on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot Configuration: RiNALMo_gigaTask: NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shotDataset subset: NABench mRNA assays (NABench split) Scored few-shot across the NABench mRNA assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.379 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(RiNALMo_giga), column(mRNA) Source checking is not independent reproduction. |
| RNA-FM on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot Configuration: RNA-FMTask: NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shotDataset subset: NABench mRNA assays (NABench split) Scored few-shot across the NABench mRNA assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.318 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(RNA-FM), column(mRNA) Source checking is not independent reproduction. |
| RNAernie on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot Configuration: RNAernieTask: NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shotDataset subset: NABench mRNA assays (NABench split) Scored few-shot across the NABench mRNA assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.072 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(RNAernie), column(mRNA) Source checking is not independent reproduction. |
| SPACE on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot Configuration: SPACETask: NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shotDataset subset: NABench mRNA assays (NABench split) Scored few-shot across the NABench mRNA assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.255 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(SPACE), column(mRNA) 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.
1 evidence row matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| Relationship: part of discovery-benchmark-nabench Individual claims | NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction Table 9, column(mRNA) Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256 | source checked automated source review · 2026-09-18 Audit detailsPrimary-source transcription with no human sign-off and no independent reproduction. Field: Claim: nabench-association-fs-corr-mrna Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
Sources and history
Release 2026-09-17-134cd1815de8 · Record review: source checked
1 source records and release history
- NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Original source · Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Technical metadata and extraction receipts
Stable ID: nabench-task-fs-corr-mrna
- areas
- rna-transcriptomes
- tasks
- Fitness prediction on mRNA assays, few-shot
- metric
- Spearman ρ
- metric direction
- higher
- dataset
- NABench mRNA assays
- protocol
- Scored few-shot across the NABench mRNA assays.
- source locator
- Table 9, column(mRNA)
- comparison panels
- id: nabench-panel-fs-corr-mrna; title: NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot; protocol id: nabench-task-fs-corr-mrna; dataset id: nabench-dataset-nabench-mrna-assays; metric: spearman; unit: correlation; direction: higher; result ids: nabench-result-rna-fm-fs-corr-mrna-spearman; nabench-result-lucaone-fs-corr-mrna-spearman; nabench-result-resm-fs-corr-mrna-spearman; nabench-result-enformer-fs-corr-mrna-spearman; nabench-result-generator-3b-fs-corr-mrna-spearman; nabench-result-structrfm-fs-corr-mrna-spearman; nabench-result-space-fs-corr-mrna-spearman; nabench-result-n-t-v2-50m-fs-corr-mrna-spearman; nabench-result-evo-1-5-8k-base-fs-corr-mrna-spearman; nabench-result-evo2-7b-fs-corr-mrna-spearman; nabench-result-crafts-fs-corr-mrna-spearman; nabench-result-evo-1-8k-base-fs-corr-mrna-spearman; nabench-result-evo-1-8k-fs-corr-mrna-spearman; nabench-result-birna-bert-fs-corr-mrna-spearman; nabench-result-rnaernie-fs-corr-mrna-spearman; nabench-result-evo2-7b-base-fs-corr-mrna-spearman; nabench-result-gena-lm-large-fs-corr-mrna-spearman; nabench-result-hyenadna-fs-corr-mrna-spearman; nabench-result-rinalmo-giga-fs-corr-mrna-spearman; nabench-result-generrna-fs-corr-mrna-spearman; nabench-result-dnabert-fs-corr-mrna-spearman; nabench-result-aido-rna-fs-corr-mrna-spearman; nabench-result-lucavirus-fs-corr-mrna-spearman; nabench-result-n-t-v2-500m-fs-corr-mrna-spearman; nabench-result-genslm-fs-corr-mrna-spearman; nabench-result-dnabert-6-fs-corr-mrna-spearman; source ids: evidence-expansion-nabench-fefd48d5; source locator: Table 9, column(mRNA); context: Every method NABench reports on Fitness prediction on mRNA assays, few-shot, scored with Spearman ρ on NABench mRNA assays.; caveats: Author-reported numbers, source checked but not independently reproduced.; Zero-shot, few-shot and supervised cross validation figures come from different protocols and are not comparable to each other.; The per-nucleotide-type figures and the overall figures describe the same runs at different resolutions, so they must not be combined.; review: method: automated_source_review; date: 2026-09-18
Related records
- part of: NABench
- subject: NABench FS-CORR-MRNA: part of discovery-benchmark-nabench
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- benchmark: BiRNA-BERT on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot
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- benchmark: Evo_1_8k_base on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot
- benchmark: Evo_1_8k on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot
- benchmark: Evo2-7B-base on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot
- benchmark: Evo2-7B on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot
- benchmark: GENA-LM-large on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot
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- benchmark: GenerRNA on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot
- benchmark: GenSLM on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot
- benchmark: HyenaDNA on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot
- benchmark: LucaOne on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot
- benchmark: LucaVirus on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot
- benchmark: N.T.-v2-500m on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot
- benchmark: N.T.-v2-50m on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot
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- benchmark: RiNALMo_giga on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot
- benchmark: RNA-FM on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot
- benchmark: RNAernie on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot
- benchmark: SPACE on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot
- benchmark: structRFM on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot