NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ
Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ. Scored with Random cross validation Spearman ρ on NABench deep mutational scanning assays. Aggregated by the NABench authors across NABench deep mutational scanning assays.
Overview
Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ. Scored with Random cross validation Spearman ρ on NABench deep mutational scanning assays. Aggregated by the NABench authors across NABench deep mutational scanning 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 DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ
- BiRNA-BERT on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ
- Crafts on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ
- Dnabert_6 on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ
- Dnabert on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ
- Enformer on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ
- Evo_1.5_8k_base on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ
- Evo_1_8k_base on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ
- Evo_1_8k on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ
- Evo2-7B-base on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ
- Evo2-7B on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ
- GENA-LM-large on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ
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 DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ
spearman (correlation) · Higher values are better for this metric.
Every method NABench reports on Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ, scored with Random cross validation Spearman ρ on NABench deep mutational scanning assays.
Evaluation protocol · NABench deep mutational scanning assays (NABench split)
- RNA-FM · Configuration · Author-reported evaluation0.544
- RNAernie · Configuration · Author-reported evaluation0.387
- SPACE · Configuration · Author-reported evaluation0.483
- AIDO.RNA · Configuration · Author-reported evaluation0.486
- BiRNA-BERT · Configuration · Author-reported evaluation0.493
- Crafts · Configuration · Author-reported evaluation0.525
- Dnabert · Configuration · Author-reported evaluation0.473
- Dnabert_6 · Configuration · Author-reported evaluation0.322
- Enformer · Configuration · Author-reported evaluation0.391
- Evo2-7B · Configuration · Author-reported evaluation0.234
- Evo2-7B-base · Configuration · Author-reported evaluation0.256
- Evo_1.5_8k_base · Configuration · Author-reported evaluation0.417
- Evo_1_8k · Configuration · Author-reported evaluation0.411
- Evo_1_8k_base · Configuration · Author-reported evaluation0.411
- GENA-LM-large · Configuration · Author-reported evaluation0.474
- GENERator-3B · Configuration · Author-reported evaluation0.474
- GenerRNA · Configuration · Author-reported evaluation0.536
- GenSLM · Configuration · Author-reported evaluation0.447
- HyenaDNA · Configuration · Author-reported evaluation0.561
- LucaOne · Configuration · Author-reported evaluation0.563
- LucaVirus · Configuration · Author-reported evaluation0.526
- N.T.-v2-50m · Configuration · Author-reported evaluation0.465
- RESM · Configuration · Author-reported evaluation0.579
- RiNALMo_giga · Configuration · Author-reported evaluation0.513
- structRFM · Configuration · Author-reported evaluation0.539
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 6, column(Random cross validation Spearman ρ)Values, uncertainty and evidence
| Tested entity | Printed value | Uncertainty | Evidence |
|---|---|---|---|
| RNA-FM · Configuration | 0.544 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 6, row(RNA-FM), column(Random cross validation Spearman ρ) |
| RNAernie · Configuration | 0.387 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 6, row(RNAernie), column(Random cross validation Spearman ρ) |
| SPACE · Configuration | 0.483 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 6, row(SPACE), column(Random cross validation Spearman ρ) |
| AIDO.RNA · Configuration | 0.486 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 6, row(AIDO.RNA), column(Random cross validation Spearman ρ) |
| BiRNA-BERT · Configuration | 0.493 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 6, row(BiRNA-BERT), column(Random cross validation Spearman ρ) |
| Crafts · Configuration | 0.525 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 6, row(Crafts), column(Random cross validation Spearman ρ) |
| Dnabert · Configuration | 0.473 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 6, row(Dnabert), column(Random cross validation Spearman ρ) |
| Dnabert_6 · Configuration | 0.322 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 6, row(Dnabert_6), column(Random cross validation Spearman ρ) |
| Enformer · Configuration | 0.391 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 6, row(Enformer), column(Random cross validation Spearman ρ) |
| Evo2-7B · Configuration | 0.234 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 6, row(Evo2-7B), column(Random cross validation Spearman ρ) |
| Evo2-7B-base · Configuration | 0.256 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 6, row(Evo2-7B-base), column(Random cross validation Spearman ρ) |
| Evo_1.5_8k_base · Configuration | 0.417 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 6, row(Evo_1.5_8k_base), column(Random cross validation Spearman ρ) |
| Evo_1_8k · Configuration | 0.411 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 6, row(Evo_1_8k), column(Random cross validation Spearman ρ) |
| Evo_1_8k_base · Configuration | 0.411 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 6, row(Evo_1_8k_base), column(Random cross validation Spearman ρ) |
| GENA-LM-large · Configuration | 0.474 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 6, row(GENA-LM-large), column(Random cross validation Spearman ρ) |
| GENERator-3B · Configuration | 0.474 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 6, row(GENERator-3B), column(Random cross validation Spearman ρ) |
| GenerRNA · Configuration | 0.536 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 6, row(GenerRNA), column(Random cross validation Spearman ρ) |
| GenSLM · Configuration | 0.447 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 6, row(GenSlm), column(Random cross validation Spearman ρ) |
| HyenaDNA · Configuration | 0.561 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 6, row(HyenaDNA), column(Random cross validation Spearman ρ) |
| LucaOne · Configuration | 0.563 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 6, row(LucaOne), column(Random cross validation Spearman ρ) |
| LucaVirus · Configuration | 0.526 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 6, row(LucaVirus), column(Random cross validation Spearman ρ) |
| N.T.-v2-50m · Configuration | 0.465 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 6, row(N.T.-v2-50m), column(Random cross validation Spearman ρ) |
| RESM · Configuration | 0.579 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 6, row(RESM), column(Random cross validation Spearman ρ) |
| RiNALMo_giga · Configuration | 0.513 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 6, row(RiNALMo_giga), column(Random cross validation Spearman ρ) |
| structRFM · Configuration | 0.539 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 6, row(structRFM), column(Random cross validation Spearman ρ) |
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 · 25 evaluations · 25 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 DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ Configuration: AIDO.RNATask: NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρDataset subset: NABench deep mutational scanning assays (NABench split) Aggregated by the NABench authors across NABench deep mutational scanning assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.486 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 6, row(AIDO.RNA), column(Random cross validation Spearman ρ) Source checking is not independent reproduction. |
| BiRNA-BERT on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ Configuration: BiRNA-BERTTask: NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρDataset subset: NABench deep mutational scanning assays (NABench split) Aggregated by the NABench authors across NABench deep mutational scanning assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.493 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 6, row(BiRNA-BERT), column(Random cross validation Spearman ρ) Source checking is not independent reproduction. |
| Crafts on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ Configuration: CraftsTask: NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρDataset subset: NABench deep mutational scanning assays (NABench split) Aggregated by the NABench authors across NABench deep mutational scanning assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.525 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 6, row(Crafts), column(Random cross validation Spearman ρ) Source checking is not independent reproduction. |
| Dnabert_6 on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ Configuration: Dnabert_6Task: NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρDataset subset: NABench deep mutational scanning assays (NABench split) Aggregated by the NABench authors across NABench deep mutational scanning assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.322 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 6, row(Dnabert_6), column(Random cross validation Spearman ρ) Source checking is not independent reproduction. |
| Dnabert on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ Configuration: DnabertTask: NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρDataset subset: NABench deep mutational scanning assays (NABench split) Aggregated by the NABench authors across NABench deep mutational scanning assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.473 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 6, row(Dnabert), column(Random cross validation Spearman ρ) Source checking is not independent reproduction. |
| Enformer on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ Configuration: EnformerTask: NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρDataset subset: NABench deep mutational scanning assays (NABench split) Aggregated by the NABench authors across NABench deep mutational scanning assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.391 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 6, row(Enformer), column(Random cross validation Spearman ρ) Source checking is not independent reproduction. |
| Evo_1.5_8k_base on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ Configuration: Evo_1.5_8k_baseTask: NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρDataset subset: NABench deep mutational scanning assays (NABench split) Aggregated by the NABench authors across NABench deep mutational scanning assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.417 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 6, row(Evo_1.5_8k_base), column(Random cross validation Spearman ρ) Source checking is not independent reproduction. |
| Evo_1_8k_base on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ Configuration: Evo_1_8k_baseTask: NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρDataset subset: NABench deep mutational scanning assays (NABench split) Aggregated by the NABench authors across NABench deep mutational scanning assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.411 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 6, row(Evo_1_8k_base), column(Random cross validation Spearman ρ) Source checking is not independent reproduction. |
| Evo_1_8k on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ Configuration: Evo_1_8kTask: NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρDataset subset: NABench deep mutational scanning assays (NABench split) Aggregated by the NABench authors across NABench deep mutational scanning assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.411 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 6, row(Evo_1_8k), column(Random cross validation Spearman ρ) Source checking is not independent reproduction. |
| Evo2-7B-base on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ Configuration: Evo2-7B-baseTask: NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρDataset subset: NABench deep mutational scanning assays (NABench split) Aggregated by the NABench authors across NABench deep mutational scanning 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 6, row(Evo2-7B-base), column(Random cross validation Spearman ρ) Source checking is not independent reproduction. |
| Evo2-7B on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ Configuration: Evo2-7BTask: NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρDataset subset: NABench deep mutational scanning assays (NABench split) Aggregated by the NABench authors across NABench deep mutational scanning assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.234 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 6, row(Evo2-7B), column(Random cross validation Spearman ρ) Source checking is not independent reproduction. |
| GENA-LM-large on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ Configuration: GENA-LM-largeTask: NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρDataset subset: NABench deep mutational scanning assays (NABench split) Aggregated by the NABench authors across NABench deep mutational scanning assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.474 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 6, row(GENA-LM-large), column(Random cross validation Spearman ρ) Source checking is not independent reproduction. |
| GENERator-3B on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ Configuration: GENERator-3BTask: NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρDataset subset: NABench deep mutational scanning assays (NABench split) Aggregated by the NABench authors across NABench deep mutational scanning assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.474 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 6, row(GENERator-3B), column(Random cross validation Spearman ρ) Source checking is not independent reproduction. |
| GenerRNA on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ Configuration: GenerRNATask: NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρDataset subset: NABench deep mutational scanning assays (NABench split) Aggregated by the NABench authors across NABench deep mutational scanning assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.536 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 6, row(GenerRNA), column(Random cross validation Spearman ρ) Source checking is not independent reproduction. |
| GenSLM on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ Configuration: GenSLMTask: NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρDataset subset: NABench deep mutational scanning assays (NABench split) Aggregated by the NABench authors across NABench deep mutational scanning assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.447 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 6, row(GenSlm), column(Random cross validation Spearman ρ) Source checking is not independent reproduction. |
| HyenaDNA on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ Configuration: HyenaDNATask: NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρDataset subset: NABench deep mutational scanning assays (NABench split) Aggregated by the NABench authors across NABench deep mutational scanning assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.561 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 6, row(HyenaDNA), column(Random cross validation Spearman ρ) Source checking is not independent reproduction. |
| LucaOne on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ Configuration: LucaOneTask: NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρDataset subset: NABench deep mutational scanning assays (NABench split) Aggregated by the NABench authors across NABench deep mutational scanning assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.563 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 6, row(LucaOne), column(Random cross validation Spearman ρ) Source checking is not independent reproduction. |
| LucaVirus on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ Configuration: LucaVirusTask: NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρDataset subset: NABench deep mutational scanning assays (NABench split) Aggregated by the NABench authors across NABench deep mutational scanning assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.526 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 6, row(LucaVirus), column(Random cross validation Spearman ρ) Source checking is not independent reproduction. |
| N.T.-v2-50m on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ Configuration: N.T.-v2-50mTask: NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρDataset subset: NABench deep mutational scanning assays (NABench split) Aggregated by the NABench authors across NABench deep mutational scanning assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.465 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 6, row(N.T.-v2-50m), column(Random cross validation Spearman ρ) Source checking is not independent reproduction. |
| RESM on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ Configuration: RESMTask: NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρDataset subset: NABench deep mutational scanning assays (NABench split) Aggregated by the NABench authors across NABench deep mutational scanning assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.579 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 6, row(RESM), column(Random cross validation Spearman ρ) Source checking is not independent reproduction. |
| RiNALMo_giga on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ Configuration: RiNALMo_gigaTask: NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρDataset subset: NABench deep mutational scanning assays (NABench split) Aggregated by the NABench authors across NABench deep mutational scanning assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.513 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 6, row(RiNALMo_giga), column(Random cross validation Spearman ρ) Source checking is not independent reproduction. |
| RNA-FM on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ Configuration: RNA-FMTask: NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρDataset subset: NABench deep mutational scanning assays (NABench split) Aggregated by the NABench authors across NABench deep mutational scanning assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.544 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 6, row(RNA-FM), column(Random cross validation Spearman ρ) Source checking is not independent reproduction. |
| RNAernie on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ Configuration: RNAernieTask: NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρDataset subset: NABench deep mutational scanning assays (NABench split) Aggregated by the NABench authors across NABench deep mutational scanning assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.387 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 6, row(RNAernie), column(Random cross validation Spearman ρ) Source checking is not independent reproduction. |
| SPACE on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ Configuration: SPACETask: NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρDataset subset: NABench deep mutational scanning assays (NABench split) Aggregated by the NABench authors across NABench deep mutational scanning assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.483 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 6, row(SPACE), column(Random cross validation Spearman ρ) Source checking is not independent reproduction. |
| structRFM on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ Configuration: structRFMTask: NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρDataset subset: NABench deep mutational scanning assays (NABench split) Aggregated by the NABench authors across NABench deep mutational scanning assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.539 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 6, row(structRFM), column(Random cross validation Spearman ρ) 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 6, column(Random cross validation Spearman ρ) 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-dms-rcv 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-dms-rcv
- areas
- rna-transcriptomes
- tasks
- Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ
- metric
- Random cross validation Spearman ρ
- metric direction
- higher
- dataset
- NABench deep mutational scanning assays
- protocol
- Aggregated by the NABench authors across NABench deep mutational scanning assays.
- source locator
- Table 6, column(Random cross validation Spearman ρ)
- comparison panels
- id: nabench-panel-dms-rcv; title: NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ; protocol id: nabench-task-dms-rcv; dataset id: nabench-dataset-nabench-deep-mutational-scanning-assays; metric: spearman; unit: correlation; direction: higher; result ids: nabench-result-rna-fm-dms-rcv-spearman; nabench-result-rnaernie-dms-rcv-spearman; nabench-result-space-dms-rcv-spearman; nabench-result-aido-rna-dms-rcv-spearman; nabench-result-birna-bert-dms-rcv-spearman; nabench-result-crafts-dms-rcv-spearman; nabench-result-dnabert-dms-rcv-spearman; nabench-result-dnabert-6-dms-rcv-spearman; nabench-result-enformer-dms-rcv-spearman; nabench-result-evo2-7b-dms-rcv-spearman; nabench-result-evo2-7b-base-dms-rcv-spearman; nabench-result-evo-1-5-8k-base-dms-rcv-spearman; nabench-result-evo-1-8k-dms-rcv-spearman; nabench-result-evo-1-8k-base-dms-rcv-spearman; nabench-result-gena-lm-large-dms-rcv-spearman; nabench-result-generator-3b-dms-rcv-spearman; nabench-result-generrna-dms-rcv-spearman; nabench-result-genslm-dms-rcv-spearman; nabench-result-hyenadna-dms-rcv-spearman; nabench-result-lucaone-dms-rcv-spearman; nabench-result-lucavirus-dms-rcv-spearman; nabench-result-n-t-v2-50m-dms-rcv-spearman; nabench-result-resm-dms-rcv-spearman; nabench-result-rinalmo-giga-dms-rcv-spearman; nabench-result-structrfm-dms-rcv-spearman; source ids: evidence-expansion-nabench-fefd48d5; source locator: Table 6, column(Random cross validation Spearman ρ); context: Every method NABench reports on Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ, scored with Random cross validation Spearman ρ on NABench deep mutational scanning 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
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