NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ
Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ. Scored with Few-shot Spearman ρ on NABench SELEX assays. Aggregated by the NABench authors across NABench SELEX assays.
Overview
Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ. Scored with Few-shot Spearman ρ on NABench SELEX assays. Aggregated by the NABench authors across NABench SELEX 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 SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ
- BiRNA-BERT on NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ
- Crafts on NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ
- Dnabert_6 on NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ
- Dnabert on NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ
- Enformer on NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ
- Evo_1.5_8k_base on NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ
- Evo_1_8k_base on NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ
- Evo_1_8k on NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ
- Evo2-7B-base on NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ
- Evo2-7B on NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ
- GENA-LM-large on NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot 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 SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ
spearman (correlation) · Higher values are better for this metric.
Every method NABench reports on Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ, scored with Few-shot Spearman ρ on NABench SELEX assays.
- RNA-FM · Configuration · Author-reported evaluation0.617
- RNAernie · Configuration · Author-reported evaluation0.573
- SPACE · Configuration · Author-reported evaluation0.568
- AIDO.RNA · Configuration · Author-reported evaluation0.599
- BiRNA-BERT · Configuration · Author-reported evaluation0.588
- Crafts · Configuration · Author-reported evaluation0.571
- Dnabert · Configuration · Author-reported evaluation0.582
- Dnabert_6 · Configuration · Author-reported evaluation0.544
- Enformer · Configuration · Author-reported evaluation0.574
- Evo2-7B · Configuration · Author-reported evaluation0.554
- Evo2-7B-base · Configuration · Author-reported evaluation0.559
- Evo_1.5_8k_base · Configuration · Author-reported evaluation0.568
- Evo_1_8k · Configuration · Author-reported evaluation0.585
- Evo_1_8k_base · Configuration · Author-reported evaluation0.553
- GENA-LM-large · Configuration · Author-reported evaluation0.597
- GENERator-3B · Configuration · Author-reported evaluation0.602
- GenerRNA · Configuration · Author-reported evaluation0.571
- GenSLM · Configuration · Author-reported evaluation0.563
- HyenaDNA · Configuration · Author-reported evaluation0.585
- LucaOne · Configuration · Author-reported evaluation0.595
- LucaVirus · Configuration · Author-reported evaluation0.605
- N.T.-v2-500m · Configuration · Author-reported evaluation0.564
- N.T.-v2-50m · Configuration · Author-reported evaluation0.578
- RESM · Configuration · Author-reported evaluation0.606
- RiNALMo_giga · Configuration · Author-reported evaluation0.608
- structRFM · Configuration · Author-reported evaluation0.592
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 12, column(Few-shot Spearman ρ)Values, uncertainty and evidence
| Tested entity | Printed value | Uncertainty | Evidence |
|---|---|---|---|
| RNA-FM · Configuration | 0.617 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(RNA-FM), column(Few-shot Spearman ρ) |
| RNAernie · Configuration | 0.573 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(RNAernie), column(Few-shot Spearman ρ) |
| SPACE · Configuration | 0.568 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(SPACE), column(Few-shot Spearman ρ) |
| AIDO.RNA · Configuration | 0.599 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(AIDO.RNA), column(Few-shot Spearman ρ) |
| BiRNA-BERT · Configuration | 0.588 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(BiRNA-BERT), column(Few-shot Spearman ρ) |
| Crafts · Configuration | 0.571 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(Crafts), column(Few-shot Spearman ρ) |
| Dnabert · Configuration | 0.582 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(Dnabert), column(Few-shot Spearman ρ) |
| Dnabert_6 · Configuration | 0.544 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(Dnabert_6), column(Few-shot Spearman ρ) |
| Enformer · Configuration | 0.574 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(Enformer), column(Few-shot Spearman ρ) |
| Evo2-7B · Configuration | 0.554 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(Evo2-7B), column(Few-shot Spearman ρ) |
| Evo2-7B-base · Configuration | 0.559 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(Evo2-7B-base), column(Few-shot Spearman ρ) |
| Evo_1.5_8k_base · Configuration | 0.568 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(Evo_1.5_8k_base), column(Few-shot Spearman ρ) |
| Evo_1_8k · Configuration | 0.585 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(Evo_1_8k), column(Few-shot Spearman ρ) |
| Evo_1_8k_base · Configuration | 0.553 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(Evo_1_8k_base), column(Few-shot Spearman ρ) |
| GENA-LM-large · Configuration | 0.597 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(GENA-LM-large), column(Few-shot Spearman ρ) |
| GENERator-3B · Configuration | 0.602 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(GENERator-3B), column(Few-shot Spearman ρ) |
| GenerRNA · Configuration | 0.571 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(GenerRNA), column(Few-shot Spearman ρ) |
| GenSLM · Configuration | 0.563 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(GenSLM), column(Few-shot Spearman ρ) |
| HyenaDNA · Configuration | 0.585 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(HyenaDNA), column(Few-shot Spearman ρ) |
| LucaOne · Configuration | 0.595 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(LucaOne), column(Few-shot Spearman ρ) |
| LucaVirus · Configuration | 0.605 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(LucaVirus), column(Few-shot Spearman ρ) |
| N.T.-v2-500m · Configuration | 0.564 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(N.T.-v2-500m), column(Few-shot Spearman ρ) |
| N.T.-v2-50m · Configuration | 0.578 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(N.T.-v2-50m), column(Few-shot Spearman ρ) |
| RESM · Configuration | 0.606 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(RESM), column(Few-shot Spearman ρ) |
| RiNALMo_giga · Configuration | 0.608 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(RiNALMo_giga), column(Few-shot Spearman ρ) |
| structRFM · Configuration | 0.592 correlation | Not reported | Author-reported evaluation · source checkedNABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 12, row(structRFM), column(Few-shot 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 · 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 SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ Configuration: AIDO.RNATask: NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρDataset subset: NABench SELEX assays (NABench split) Aggregated by the NABench authors across NABench SELEX assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.599 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 12, row(AIDO.RNA), column(Few-shot Spearman ρ) Source checking is not independent reproduction. |
| BiRNA-BERT on NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ Configuration: BiRNA-BERTTask: NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρDataset subset: NABench SELEX assays (NABench split) Aggregated by the NABench authors across NABench SELEX assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.588 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 12, row(BiRNA-BERT), column(Few-shot Spearman ρ) Source checking is not independent reproduction. |
| Crafts on NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ Configuration: CraftsTask: NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρDataset subset: NABench SELEX assays (NABench split) Aggregated by the NABench authors across NABench SELEX assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.571 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 12, row(Crafts), column(Few-shot Spearman ρ) Source checking is not independent reproduction. |
| Dnabert_6 on NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ Configuration: Dnabert_6Task: NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρDataset subset: NABench SELEX assays (NABench split) Aggregated by the NABench authors across NABench SELEX 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 12, row(Dnabert_6), column(Few-shot Spearman ρ) Source checking is not independent reproduction. |
| Dnabert on NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ Configuration: DnabertTask: NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρDataset subset: NABench SELEX assays (NABench split) Aggregated by the NABench authors across NABench SELEX assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.582 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 12, row(Dnabert), column(Few-shot Spearman ρ) Source checking is not independent reproduction. |
| Enformer on NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ Configuration: EnformerTask: NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρDataset subset: NABench SELEX assays (NABench split) Aggregated by the NABench authors across NABench SELEX assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.574 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 12, row(Enformer), column(Few-shot Spearman ρ) Source checking is not independent reproduction. |
| Evo_1.5_8k_base on NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ Configuration: Evo_1.5_8k_baseTask: NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρDataset subset: NABench SELEX assays (NABench split) Aggregated by the NABench authors across NABench SELEX assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.568 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 12, row(Evo_1.5_8k_base), column(Few-shot Spearman ρ) Source checking is not independent reproduction. |
| Evo_1_8k_base on NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ Configuration: Evo_1_8k_baseTask: NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρDataset subset: NABench SELEX assays (NABench split) Aggregated by the NABench authors across NABench SELEX assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.553 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 12, row(Evo_1_8k_base), column(Few-shot Spearman ρ) Source checking is not independent reproduction. |
| Evo_1_8k on NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ Configuration: Evo_1_8kTask: NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρDataset subset: NABench SELEX assays (NABench split) Aggregated by the NABench authors across NABench SELEX assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.585 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 12, row(Evo_1_8k), column(Few-shot Spearman ρ) Source checking is not independent reproduction. |
| Evo2-7B-base on NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ Configuration: Evo2-7B-baseTask: NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρDataset subset: NABench SELEX assays (NABench split) Aggregated by the NABench authors across NABench SELEX assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.559 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 12, row(Evo2-7B-base), column(Few-shot Spearman ρ) Source checking is not independent reproduction. |
| Evo2-7B on NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ Configuration: Evo2-7BTask: NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρDataset subset: NABench SELEX assays (NABench split) Aggregated by the NABench authors across NABench SELEX assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.554 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 12, row(Evo2-7B), column(Few-shot Spearman ρ) Source checking is not independent reproduction. |
| GENA-LM-large on NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ Configuration: GENA-LM-largeTask: NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρDataset subset: NABench SELEX assays (NABench split) Aggregated by the NABench authors across NABench SELEX assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.597 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 12, row(GENA-LM-large), column(Few-shot Spearman ρ) Source checking is not independent reproduction. |
| GENERator-3B on NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ Configuration: GENERator-3BTask: NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρDataset subset: NABench SELEX assays (NABench split) Aggregated by the NABench authors across NABench SELEX assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.602 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 12, row(GENERator-3B), column(Few-shot Spearman ρ) Source checking is not independent reproduction. |
| GenerRNA on NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ Configuration: GenerRNATask: NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρDataset subset: NABench SELEX assays (NABench split) Aggregated by the NABench authors across NABench SELEX assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.571 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 12, row(GenerRNA), column(Few-shot Spearman ρ) Source checking is not independent reproduction. |
| GenSLM on NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ Configuration: GenSLMTask: NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρDataset subset: NABench SELEX assays (NABench split) Aggregated by the NABench authors across NABench SELEX 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 12, row(GenSLM), column(Few-shot Spearman ρ) Source checking is not independent reproduction. |
| HyenaDNA on NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ Configuration: HyenaDNATask: NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρDataset subset: NABench SELEX assays (NABench split) Aggregated by the NABench authors across NABench SELEX assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.585 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 12, row(HyenaDNA), column(Few-shot Spearman ρ) Source checking is not independent reproduction. |
| LucaOne on NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ Configuration: LucaOneTask: NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρDataset subset: NABench SELEX assays (NABench split) Aggregated by the NABench authors across NABench SELEX assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.595 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 12, row(LucaOne), column(Few-shot Spearman ρ) Source checking is not independent reproduction. |
| LucaVirus on NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ Configuration: LucaVirusTask: NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρDataset subset: NABench SELEX assays (NABench split) Aggregated by the NABench authors across NABench SELEX assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.605 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 12, row(LucaVirus), column(Few-shot Spearman ρ) Source checking is not independent reproduction. |
| N.T.-v2-500m on NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ Configuration: N.T.-v2-500mTask: NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρDataset subset: NABench SELEX assays (NABench split) Aggregated by the NABench authors across NABench SELEX assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.564 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 12, row(N.T.-v2-500m), column(Few-shot Spearman ρ) Source checking is not independent reproduction. |
| N.T.-v2-50m on NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ Configuration: N.T.-v2-50mTask: NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρDataset subset: NABench SELEX assays (NABench split) Aggregated by the NABench authors across NABench SELEX assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.578 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 12, row(N.T.-v2-50m), column(Few-shot Spearman ρ) Source checking is not independent reproduction. |
| RESM on NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ Configuration: RESMTask: NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρDataset subset: NABench SELEX assays (NABench split) Aggregated by the NABench authors across NABench SELEX assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.606 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 12, row(RESM), column(Few-shot Spearman ρ) Source checking is not independent reproduction. |
| RiNALMo_giga on NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ Configuration: RiNALMo_gigaTask: NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρDataset subset: NABench SELEX assays (NABench split) Aggregated by the NABench authors across NABench SELEX assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.608 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 12, row(RiNALMo_giga), column(Few-shot Spearman ρ) Source checking is not independent reproduction. |
| RNA-FM on NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ Configuration: RNA-FMTask: NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρDataset subset: NABench SELEX assays (NABench split) Aggregated by the NABench authors across NABench SELEX assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.617 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 12, row(RNA-FM), column(Few-shot Spearman ρ) Source checking is not independent reproduction. |
| RNAernie on NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ Configuration: RNAernieTask: NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρDataset subset: NABench SELEX assays (NABench split) Aggregated by the NABench authors across NABench SELEX assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.573 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 12, row(RNAernie), column(Few-shot Spearman ρ) Source checking is not independent reproduction. |
| SPACE on NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ Configuration: SPACETask: NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρDataset subset: NABench SELEX assays (NABench split) Aggregated by the NABench authors across NABench SELEX assays. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.568 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 12, row(SPACE), column(Few-shot 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 12, column(Few-shot 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-selex-fs 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-selex-fs
- areas
- rna-transcriptomes
- tasks
- Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ
- metric
- Few-shot Spearman ρ
- metric direction
- higher
- dataset
- NABench SELEX assays
- protocol
- Aggregated by the NABench authors across NABench SELEX assays.
- source locator
- Table 12, column(Few-shot Spearman ρ)
- comparison panels
- id: nabench-panel-selex-fs; title: NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ; protocol id: nabench-task-selex-fs; dataset id: nabench-dataset-nabench-selex-assays; metric: spearman; unit: correlation; direction: higher; result ids: nabench-result-rna-fm-selex-fs-spearman; nabench-result-rnaernie-selex-fs-spearman; nabench-result-space-selex-fs-spearman; nabench-result-aido-rna-selex-fs-spearman; nabench-result-birna-bert-selex-fs-spearman; nabench-result-crafts-selex-fs-spearman; nabench-result-dnabert-selex-fs-spearman; nabench-result-dnabert-6-selex-fs-spearman; nabench-result-enformer-selex-fs-spearman; nabench-result-evo2-7b-selex-fs-spearman; nabench-result-evo2-7b-base-selex-fs-spearman; nabench-result-evo-1-5-8k-base-selex-fs-spearman; nabench-result-evo-1-8k-selex-fs-spearman; nabench-result-evo-1-8k-base-selex-fs-spearman; nabench-result-gena-lm-large-selex-fs-spearman; nabench-result-generator-3b-selex-fs-spearman; nabench-result-generrna-selex-fs-spearman; nabench-result-genslm-selex-fs-spearman; nabench-result-hyenadna-selex-fs-spearman; nabench-result-lucaone-selex-fs-spearman; nabench-result-lucavirus-selex-fs-spearman; nabench-result-n-t-v2-500m-selex-fs-spearman; nabench-result-n-t-v2-50m-selex-fs-spearman; nabench-result-resm-selex-fs-spearman; nabench-result-rinalmo-giga-selex-fs-spearman; nabench-result-structrfm-selex-fs-spearman; source ids: evidence-expansion-nabench-fefd48d5; source locator: Table 12, column(Few-shot Spearman ρ); context: Every method NABench reports on Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ, scored with Few-shot Spearman ρ on NABench SELEX 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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