NABench deep mutational scanning assays (NABench split)
The split of NABench deep mutational scanning assays that NABench evaluated on. The upstream dataset release is not catalogued here, so no claim is made that this matches its original splits.
Subset and evaluation context
This record describes a particular subset or cohort used in an evaluation. Its results do not describe the full dataset.
Evaluation results
Release 2026-09-17-134cd1815de8 · 175 evaluations · 175 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-CCV: Overall fitness prediction on NABench deep mutational scanning assays, Contiguous cross validation Spearman ρ Configuration: AIDO.RNATask: NABench DMS-CCV: Overall fitness prediction on NABench deep mutational scanning assays, Contiguous 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 | ||
| 0.207 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 6, row(AIDO.RNA), column(Contiguous cross validation Spearman ρ) Source checking is not independent reproduction. |
| AIDO.RNA on NABench DMS-FS: Overall fitness prediction on NABench deep mutational scanning assays, Few-shot Spearman ρ Configuration: AIDO.RNATask: NABench DMS-FS: Overall fitness prediction on NABench deep mutational scanning assays, Few-shot 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 | ||
| 0.201 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(Few-shot Spearman ρ) Source checking is not independent reproduction. |
| 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. |
| AIDO.RNA on NABench DMS-ZS-AUC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot AUC Configuration: AIDO.RNATask: NABench DMS-ZS-AUC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot AUCDataset 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 | ||
| 0.472 auc Unit: fraction · 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(Zero-shot AUC) Source checking is not independent reproduction. |
| AIDO.RNA on NABench DMS-ZS-CORR: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot Spearman ρ Configuration: AIDO.RNATask: NABench DMS-ZS-CORR: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot 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 | ||
| 0.098 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(Zero-shot Spearman ρ) Source checking is not independent reproduction. |
| AIDO.RNA on NABench DMS-ZS-MCC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot MCC Configuration: AIDO.RNATask: NABench DMS-ZS-MCC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot MCCDataset 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 | ||
| 0.049 mcc 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(Zero-shot MCC) Source checking is not independent reproduction. |
| AIDO.RNA on NABench DMS-ZS-NDCG: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot NDCG Configuration: AIDO.RNATask: NABench DMS-ZS-NDCG: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot NDCGDataset 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 | ||
| 0.324 ndcg Unit: fraction · 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(Zero-shot NDCG) Source checking is not independent reproduction. |
| BiRNA-BERT on NABench DMS-CCV: Overall fitness prediction on NABench deep mutational scanning assays, Contiguous cross validation Spearman ρ Configuration: BiRNA-BERTTask: NABench DMS-CCV: Overall fitness prediction on NABench deep mutational scanning assays, Contiguous 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 | ||
| 0.167 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(Contiguous cross validation Spearman ρ) Source checking is not independent reproduction. |
| BiRNA-BERT on NABench DMS-FS: Overall fitness prediction on NABench deep mutational scanning assays, Few-shot Spearman ρ Configuration: BiRNA-BERTTask: NABench DMS-FS: Overall fitness prediction on NABench deep mutational scanning assays, Few-shot 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 | ||
| 0.186 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(Few-shot 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. |
| BiRNA-BERT on NABench DMS-ZS-AUC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot AUC Configuration: BiRNA-BERTTask: NABench DMS-ZS-AUC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot AUCDataset 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 | ||
| 0.518 auc Unit: fraction · 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(Zero-shot AUC) Source checking is not independent reproduction. |
| BiRNA-BERT on NABench DMS-ZS-CORR: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot Spearman ρ Configuration: BiRNA-BERTTask: NABench DMS-ZS-CORR: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot 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 | ||
| 0.093 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(Zero-shot Spearman ρ) Source checking is not independent reproduction. |
| BiRNA-BERT on NABench DMS-ZS-MCC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot MCC Configuration: BiRNA-BERTTask: NABench DMS-ZS-MCC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot MCCDataset 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 | ||
| 0.042 mcc 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(Zero-shot MCC) Source checking is not independent reproduction. |
| BiRNA-BERT on NABench DMS-ZS-NDCG: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot NDCG Configuration: BiRNA-BERTTask: NABench DMS-ZS-NDCG: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot NDCGDataset 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 | ||
| 0.369 ndcg Unit: fraction · 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(Zero-shot NDCG) Source checking is not independent reproduction. |
| Crafts on NABench DMS-CCV: Overall fitness prediction on NABench deep mutational scanning assays, Contiguous cross validation Spearman ρ Configuration: CraftsTask: NABench DMS-CCV: Overall fitness prediction on NABench deep mutational scanning assays, Contiguous 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 | ||
| 0.174 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(Contiguous cross validation Spearman ρ) Source checking is not independent reproduction. |
| Crafts on NABench DMS-FS: Overall fitness prediction on NABench deep mutational scanning assays, Few-shot Spearman ρ Configuration: CraftsTask: NABench DMS-FS: Overall fitness prediction on NABench deep mutational scanning assays, Few-shot 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 | ||
| 0.141 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(Few-shot 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. |
| Crafts on NABench DMS-ZS-AUC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot AUC Configuration: CraftsTask: NABench DMS-ZS-AUC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot AUCDataset 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 | ||
| 0.488 auc Unit: fraction · 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(Zero-shot AUC) Source checking is not independent reproduction. |
| Crafts on NABench DMS-ZS-CORR: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot Spearman ρ Configuration: CraftsTask: NABench DMS-ZS-CORR: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot 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 | ||
| 0.128 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(Zero-shot Spearman ρ) Source checking is not independent reproduction. |
| Crafts on NABench DMS-ZS-MCC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot MCC Configuration: CraftsTask: NABench DMS-ZS-MCC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot MCCDataset 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 | ||
| 0.057 mcc 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(Zero-shot MCC) Source checking is not independent reproduction. |
| Crafts on NABench DMS-ZS-NDCG: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot NDCG Configuration: CraftsTask: NABench DMS-ZS-NDCG: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot NDCGDataset 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 ndcg Unit: fraction · 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(Zero-shot NDCG) Source checking is not independent reproduction. |
| Dnabert_6 on NABench DMS-CCV: Overall fitness prediction on NABench deep mutational scanning assays, Contiguous cross validation Spearman ρ Configuration: Dnabert_6Task: NABench DMS-CCV: Overall fitness prediction on NABench deep mutational scanning assays, Contiguous 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 | ||
| 0.163 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(Contiguous cross validation Spearman ρ) Source checking is not independent reproduction. |
| Dnabert_6 on NABench DMS-FS: Overall fitness prediction on NABench deep mutational scanning assays, Few-shot Spearman ρ Configuration: Dnabert_6Task: NABench DMS-FS: Overall fitness prediction on NABench deep mutational scanning assays, Few-shot 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 | ||
| 0.111 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(Few-shot 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_6 on NABench DMS-ZS-AUC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot AUC Configuration: Dnabert_6Task: NABench DMS-ZS-AUC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot AUCDataset 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 | ||
| 0.482 auc Unit: fraction · 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(Zero-shot AUC) 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.
2 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| description The split of NABench deep mutational scanning assays that NABench evaluated on. The upstream dataset release is not catalogued here, so no claim is made that this matches its original splits. Context-only references | NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction No field-specific location recorded Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256 | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| name NABench deep mutational scanning assays (NABench split) Context-only references | NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction No field-specific location recorded Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256 | not individually reviewed No individual claim review recorded Audit detailsField: 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-dataset-nabench-deep-mutational-scanning-assays
- areas
- rna-transcriptomes
- missing metadata
- version: unreported; url: unextracted
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- dataset: Evo_1_8k_base on NABench DMS-ZS-CORR: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot Spearman ρ
- dataset: Evo_1_8k_base on NABench DMS-ZS-MCC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot MCC
- dataset: Evo_1_8k_base on NABench DMS-ZS-NDCG: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot NDCG
- dataset: Evo_1_8k on NABench DMS-CCV: Overall fitness prediction on NABench deep mutational scanning assays, Contiguous cross validation Spearman ρ
- dataset: Evo_1_8k on NABench DMS-FS: Overall fitness prediction on NABench deep mutational scanning assays, Few-shot Spearman ρ
- dataset: Evo_1_8k on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ
- dataset: Evo_1_8k on NABench DMS-ZS-AUC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot AUC
- dataset: Evo_1_8k on NABench DMS-ZS-CORR: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot Spearman ρ
- dataset: Evo_1_8k on NABench DMS-ZS-MCC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot MCC
- dataset: Evo_1_8k on NABench DMS-ZS-NDCG: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot NDCG
- dataset: Evo2-7B-base on NABench DMS-CCV: Overall fitness prediction on NABench deep mutational scanning assays, Contiguous cross validation Spearman ρ
- dataset: Evo2-7B-base on NABench DMS-FS: Overall fitness prediction on NABench deep mutational scanning assays, Few-shot Spearman ρ
- dataset: Evo2-7B-base on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ
- dataset: Evo2-7B-base on NABench DMS-ZS-AUC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot AUC
- dataset: Evo2-7B-base on NABench DMS-ZS-CORR: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot Spearman ρ
- dataset: Evo2-7B-base on NABench DMS-ZS-MCC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot MCC
- dataset: Evo2-7B-base on NABench DMS-ZS-NDCG: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot NDCG
- dataset: Evo2-7B on NABench DMS-CCV: Overall fitness prediction on NABench deep mutational scanning assays, Contiguous cross validation Spearman ρ
- dataset: Evo2-7B on NABench DMS-FS: Overall fitness prediction on NABench deep mutational scanning assays, Few-shot Spearman ρ
- dataset: Evo2-7B on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ
- dataset: Evo2-7B on NABench DMS-ZS-AUC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot AUC
- dataset: Evo2-7B on NABench DMS-ZS-CORR: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot Spearman ρ
- dataset: Evo2-7B on NABench DMS-ZS-MCC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot MCC
- dataset: Evo2-7B on NABench DMS-ZS-NDCG: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot NDCG
- dataset: GENA-LM-large on NABench DMS-CCV: Overall fitness prediction on NABench deep mutational scanning assays, Contiguous cross validation Spearman ρ
- dataset: GENA-LM-large on NABench DMS-FS: Overall fitness prediction on NABench deep mutational scanning assays, Few-shot Spearman ρ
- dataset: GENA-LM-large on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ
- dataset: GENA-LM-large on NABench DMS-ZS-AUC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot AUC
- dataset: GENA-LM-large on NABench DMS-ZS-CORR: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot Spearman ρ
- dataset: GENA-LM-large on NABench DMS-ZS-MCC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot MCC
- dataset: GENA-LM-large on NABench DMS-ZS-NDCG: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot NDCG
- dataset: GENERator-3B on NABench DMS-CCV: Overall fitness prediction on NABench deep mutational scanning assays, Contiguous cross validation Spearman ρ
- dataset: GENERator-3B on NABench DMS-FS: Overall fitness prediction on NABench deep mutational scanning assays, Few-shot Spearman ρ
- dataset: GENERator-3B on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ
- dataset: GENERator-3B on NABench DMS-ZS-AUC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot AUC
- dataset: GENERator-3B on NABench DMS-ZS-CORR: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot Spearman ρ
- dataset: GENERator-3B on NABench DMS-ZS-MCC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot MCC
- dataset: GENERator-3B on NABench DMS-ZS-NDCG: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot NDCG
- dataset: GenerRNA on NABench DMS-CCV: Overall fitness prediction on NABench deep mutational scanning assays, Contiguous cross validation Spearman ρ
- dataset: GenerRNA on NABench DMS-FS: Overall fitness prediction on NABench deep mutational scanning assays, Few-shot Spearman ρ
- dataset: GenerRNA on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ
- dataset: GenerRNA on NABench DMS-ZS-AUC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot AUC
- dataset: GenerRNA on NABench DMS-ZS-CORR: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot Spearman ρ
- dataset: GenerRNA on NABench DMS-ZS-MCC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot MCC
- dataset: GenerRNA on NABench DMS-ZS-NDCG: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot NDCG
- dataset: GenSLM on NABench DMS-CCV: Overall fitness prediction on NABench deep mutational scanning assays, Contiguous cross validation Spearman ρ
- dataset: GenSLM on NABench DMS-FS: Overall fitness prediction on NABench deep mutational scanning assays, Few-shot Spearman ρ
- dataset: GenSLM on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ
- dataset: GenSLM on NABench DMS-ZS-AUC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot AUC
- dataset: GenSLM on NABench DMS-ZS-CORR: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot Spearman ρ
- dataset: GenSLM on NABench DMS-ZS-MCC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot MCC
- dataset: GenSLM on NABench DMS-ZS-NDCG: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot NDCG
- dataset: HyenaDNA on NABench DMS-CCV: Overall fitness prediction on NABench deep mutational scanning assays, Contiguous cross validation Spearman ρ
- dataset: HyenaDNA on NABench DMS-FS: Overall fitness prediction on NABench deep mutational scanning assays, Few-shot Spearman ρ
- dataset: HyenaDNA on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ
- dataset: HyenaDNA on NABench DMS-ZS-AUC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot AUC
- dataset: HyenaDNA on NABench DMS-ZS-CORR: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot Spearman ρ
- dataset: HyenaDNA on NABench DMS-ZS-MCC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot MCC
- dataset: HyenaDNA on NABench DMS-ZS-NDCG: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot NDCG
- dataset: LucaOne on NABench DMS-CCV: Overall fitness prediction on NABench deep mutational scanning assays, Contiguous cross validation Spearman ρ
- dataset: LucaOne on NABench DMS-FS: Overall fitness prediction on NABench deep mutational scanning assays, Few-shot Spearman ρ
- dataset: LucaOne on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ
- dataset: LucaOne on NABench DMS-ZS-AUC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot AUC
- dataset: LucaOne on NABench DMS-ZS-CORR: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot Spearman ρ
- dataset: LucaOne on NABench DMS-ZS-MCC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot MCC
- dataset: LucaOne on NABench DMS-ZS-NDCG: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot NDCG
- dataset: LucaVirus on NABench DMS-CCV: Overall fitness prediction on NABench deep mutational scanning assays, Contiguous cross validation Spearman ρ
- dataset: LucaVirus on NABench DMS-FS: Overall fitness prediction on NABench deep mutational scanning assays, Few-shot Spearman ρ
- dataset: LucaVirus on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ
- dataset: LucaVirus on NABench DMS-ZS-AUC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot AUC
- dataset: LucaVirus on NABench DMS-ZS-CORR: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot Spearman ρ
- dataset: LucaVirus on NABench DMS-ZS-MCC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot MCC
- dataset: LucaVirus on NABench DMS-ZS-NDCG: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot NDCG
- dataset: N.T.-v2-50m on NABench DMS-CCV: Overall fitness prediction on NABench deep mutational scanning assays, Contiguous cross validation Spearman ρ
- dataset: N.T.-v2-50m on NABench DMS-FS: Overall fitness prediction on NABench deep mutational scanning assays, Few-shot Spearman ρ
- dataset: N.T.-v2-50m on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ
- dataset: N.T.-v2-50m on NABench DMS-ZS-AUC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot AUC
- dataset: N.T.-v2-50m on NABench DMS-ZS-CORR: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot Spearman ρ
- dataset: N.T.-v2-50m on NABench DMS-ZS-MCC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot MCC
- dataset: N.T.-v2-50m on NABench DMS-ZS-NDCG: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot NDCG
- dataset: RESM on NABench DMS-CCV: Overall fitness prediction on NABench deep mutational scanning assays, Contiguous cross validation Spearman ρ
- dataset: RESM on NABench DMS-FS: Overall fitness prediction on NABench deep mutational scanning assays, Few-shot Spearman ρ
- dataset: RESM on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ
- dataset: RESM on NABench DMS-ZS-AUC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot AUC
- dataset: RESM on NABench DMS-ZS-CORR: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot Spearman ρ
- dataset: RESM on NABench DMS-ZS-MCC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot MCC
- dataset: RESM on NABench DMS-ZS-NDCG: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot NDCG
- dataset: RiNALMo_giga on NABench DMS-CCV: Overall fitness prediction on NABench deep mutational scanning assays, Contiguous cross validation Spearman ρ
- dataset: RiNALMo_giga on NABench DMS-FS: Overall fitness prediction on NABench deep mutational scanning assays, Few-shot Spearman ρ
- dataset: RiNALMo_giga on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ
- dataset: RiNALMo_giga on NABench DMS-ZS-AUC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot AUC
- dataset: RiNALMo_giga on NABench DMS-ZS-CORR: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot Spearman ρ
- dataset: RiNALMo_giga on NABench DMS-ZS-MCC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot MCC
- dataset: RiNALMo_giga on NABench DMS-ZS-NDCG: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot NDCG
- dataset: RNA-FM on NABench DMS-CCV: Overall fitness prediction on NABench deep mutational scanning assays, Contiguous cross validation Spearman ρ
- dataset: RNA-FM on NABench DMS-FS: Overall fitness prediction on NABench deep mutational scanning assays, Few-shot Spearman ρ
- dataset: RNA-FM on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ
- dataset: RNA-FM on NABench DMS-ZS-AUC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot AUC
- dataset: RNA-FM on NABench DMS-ZS-CORR: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot Spearman ρ
- dataset: RNA-FM on NABench DMS-ZS-MCC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot MCC
- dataset: RNA-FM on NABench DMS-ZS-NDCG: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot NDCG
- dataset: RNAernie on NABench DMS-CCV: Overall fitness prediction on NABench deep mutational scanning assays, Contiguous cross validation Spearman ρ
- dataset: RNAernie on NABench DMS-FS: Overall fitness prediction on NABench deep mutational scanning assays, Few-shot Spearman ρ
- dataset: RNAernie on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ
- dataset: RNAernie on NABench DMS-ZS-AUC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot AUC
- dataset: RNAernie on NABench DMS-ZS-CORR: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot Spearman ρ
- dataset: RNAernie on NABench DMS-ZS-MCC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot MCC
- dataset: RNAernie on NABench DMS-ZS-NDCG: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot NDCG
- dataset: SPACE on NABench DMS-CCV: Overall fitness prediction on NABench deep mutational scanning assays, Contiguous cross validation Spearman ρ
- dataset: SPACE on NABench DMS-FS: Overall fitness prediction on NABench deep mutational scanning assays, Few-shot Spearman ρ
- dataset: SPACE on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ
- dataset: SPACE on NABench DMS-ZS-AUC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot AUC
- dataset: SPACE on NABench DMS-ZS-CORR: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot Spearman ρ
- dataset: SPACE on NABench DMS-ZS-MCC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot MCC
- dataset: SPACE on NABench DMS-ZS-NDCG: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot NDCG
- dataset: structRFM on NABench DMS-CCV: Overall fitness prediction on NABench deep mutational scanning assays, Contiguous cross validation Spearman ρ
- dataset: structRFM on NABench DMS-FS: Overall fitness prediction on NABench deep mutational scanning assays, Few-shot Spearman ρ
- dataset: structRFM on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ
- dataset: structRFM on NABench DMS-ZS-AUC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot AUC
- dataset: structRFM on NABench DMS-ZS-CORR: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot Spearman ρ
- dataset: structRFM on NABench DMS-ZS-MCC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot MCC
- dataset: structRFM on NABench DMS-ZS-NDCG: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot NDCG