Model type
Autoregressive DNA model with StripedHyena 2
Configuration
Evo2-7B
Evo 2 models and generates DNA over long contexts at single-nucleotide resolution.
Sources (4)
ArcInstitute/evo2: README.md; ArcInstitute/evo2_7b: README.md; ArcInstitute/evo2_7b: config.json; evo2: Journal full-text XML · Evo 2 paper: architecture, training, and data, Figure 1 and Discussion; official checkpoints table and evo2_7b licence metadataHow it worksEvo 2 workflow
Conceptual summary of the documented data flow; optional inputs and configured downstream stages must be reported for a reproducible evaluation.
Sources (4)
ArcInstitute/evo2: README.md; ArcInstitute/evo2_7b: README.md; ArcInstitute/evo2_7b: config.json; evo2: Journal full-text XML · Evo 2 paper: architecture, training, and data, Figure 1 and Discussion; official checkpoints table and evo2_7b licence metadataOverview
Inputs
DNA sequences represented at single-base resolution.
Outputs
Next-token outputs, embeddings and generated DNA sequences.
Access
Official project documentation and implementation: https://github.com/ArcInstitute/evo2
Sources (4)
ArcInstitute/evo2: README.md; ArcInstitute/evo2_7b: README.md; ArcInstitute/evo2_7b: config.json; evo2: Journal full-text XML · Evo 2 paper: architecture, training, and data, Figure 1 and Discussion; official checkpoints table and evo2_7b licence metadatalimited source coverage · Automated source review, 2026-09-16. All specifications and missing details
Evaluations and results
43 evaluations · 43 results. Different protocols are not a single leaderboard.
Filter evaluations
Applied filters: All linked evaluations
| Tested configuration | Protocol and dataset | Finding | Evidence and details |
|---|---|---|---|
| Configuration: Evo2-7B | Task: NABench CCV-CORR-APTAMER: Fitness prediction on aptamer assays, supervised, contiguous cross validation Dataset subset: NABench aptamer assays (NABench split) | 0.156 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceScored supervised, contiguous cross validation across the NABench aptamer assays. Aggregation: Not reported NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 11, row(Evo2-7B), column(aptamer) |
| Configuration: Evo2-7B | Task: NABench CCV-CORR-ENHANCER: Fitness prediction on enhancer assays, supervised, contiguous cross validation Dataset subset: NABench enhancer assays (NABench split) | 0.11 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceScored supervised, contiguous cross validation across the NABench enhancer assays. Aggregation: Not reported NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 11, row(Evo2-7B), column(enhancer) |
| Configuration: Evo2-7B | Task: NABench CCV-CORR-MRNA: Fitness prediction on mRNA assays, supervised, contiguous cross validation Dataset subset: NABench mRNA assays (NABench split) | 0.221 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceScored supervised, contiguous cross validation across the NABench mRNA assays. Aggregation: Not reported NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 11, row(Evo2-7B), column(mRNA) |
| Configuration: Evo2-7B | Task: NABench CCV-CORR-PROMOTER: Fitness prediction on promoter assays, supervised, contiguous cross validation Dataset subset: NABench promoter assays (NABench split) | 0.043 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceScored supervised, contiguous cross validation across the NABench promoter assays. Aggregation: Not reported NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 11, row(Evo2-7B), column(promoter) |
| Configuration: Evo2-7B | Task: NABench CCV-CORR-RIBOZYME: Fitness prediction on ribozyme assays, supervised, contiguous cross validation Dataset subset: NABench ribozyme assays (NABench split) | 0.284 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceScored supervised, contiguous cross validation across the NABench ribozyme assays. Aggregation: Not reported NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 11, row(Evo2-7B), column(ribozyme) |
| Configuration: Evo2-7B | Task: NABench CCV-CORR-TRNA: Fitness prediction on tRNA assays, supervised, contiguous cross validation Dataset subset: NABench tRNA assays (NABench split) | 0.295 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceScored supervised, contiguous cross validation across the NABench tRNA assays. Aggregation: Not reported NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 11, row(Evo2-7B), column(tRNA) |
| Configuration: Evo2-7B | Task: NABench DMS-CCV: Overall fitness prediction on NABench deep mutational scanning assays, Contiguous cross validation Spearman ρ Dataset subset: NABench deep mutational scanning assays (NABench split) | 0.249 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceAggregated by the NABench authors across NABench deep mutational scanning assays. Aggregation: Not reported NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 6, row(Evo2-7B), column(Contiguous cross validation Spearman ρ) |
| Configuration: Evo2-7B | Task: NABench DMS-FS: Overall fitness prediction on NABench deep mutational scanning assays, Few-shot Spearman ρ Dataset subset: NABench deep mutational scanning assays (NABench split) | 0.094 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceAggregated by the NABench authors across NABench deep mutational scanning assays. Aggregation: Not reported NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 6, row(Evo2-7B), column(Few-shot Spearman ρ) |
| Configuration: Evo2-7B | Task: NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ Dataset subset: NABench deep mutational scanning assays (NABench split) | 0.234 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceAggregated by the NABench authors across NABench deep mutational scanning assays. Aggregation: Not reported NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 6, row(Evo2-7B), column(Random cross validation Spearman ρ) |
| Configuration: Evo2-7B | Task: NABench DMS-ZS-AUC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot AUC Dataset subset: NABench deep mutational scanning assays (NABench split) | 0.541 auc fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceAggregated by the NABench authors across NABench deep mutational scanning assays. Aggregation: Not reported NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 6, row(Evo2-7B), column(Zero-shot AUC) |
| Configuration: Evo2-7B | Task: NABench DMS-ZS-CORR: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot Spearman ρ Dataset subset: NABench deep mutational scanning assays (NABench split) | 0.126 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceAggregated by the NABench authors across NABench deep mutational scanning assays. Aggregation: Not reported NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 6, row(Evo2-7B), column(Zero-shot Spearman ρ) |
| Configuration: Evo2-7B | Task: NABench DMS-ZS-MCC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot MCC Dataset subset: NABench deep mutational scanning assays (NABench split) | 0.077 mcc correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceAggregated by the NABench authors across NABench deep mutational scanning assays. Aggregation: Not reported NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 6, row(Evo2-7B), column(Zero-shot MCC) |
| Configuration: Evo2-7B | Task: NABench DMS-ZS-NDCG: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot NDCG Dataset subset: NABench deep mutational scanning assays (NABench split) | 0.402 ndcg fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceAggregated by the NABench authors across NABench deep mutational scanning assays. Aggregation: Not reported NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 6, row(Evo2-7B), column(Zero-shot NDCG) |
| Configuration: Evo2-7B | Task: NABench FS-CORR-APTAMER: Fitness prediction on aptamer assays, few-shot Dataset subset: NABench aptamer assays (NABench split) | 0.095 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceEvo2-7B on NABench FS-CORR-APTAMER: Fitness prediction on aptamer assays, few-shot Scored few-shot across the NABench aptamer assays. Aggregation: Not reported NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(Evo2-7B), column(aptamer) |
| Configuration: Evo2-7B | Task: NABench FS-CORR-ENHANCER: Fitness prediction on enhancer assays, few-shot Dataset subset: NABench enhancer assays (NABench split) | 0.048 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceEvo2-7B on NABench FS-CORR-ENHANCER: Fitness prediction on enhancer assays, few-shot Scored few-shot across the NABench enhancer assays. Aggregation: Not reported NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(Evo2-7B), column(enhancer) |
| Configuration: Evo2-7B | Task: NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot Dataset subset: NABench mRNA assays (NABench split) | 0.207 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceEvo2-7B on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot Scored few-shot across the NABench mRNA assays. Aggregation: Not reported NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(Evo2-7B), column(mRNA) |
| Configuration: Evo2-7B | Task: NABench FS-CORR-PROMOTER: Fitness prediction on promoter assays, few-shot Dataset subset: NABench promoter assays (NABench split) | 0.067 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceEvo2-7B on NABench FS-CORR-PROMOTER: Fitness prediction on promoter assays, few-shot Scored few-shot across the NABench promoter assays. Aggregation: Not reported NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(Evo2-7B), column(promoter) |
| Configuration: Evo2-7B | Task: NABench FS-CORR-RIBOZYME: Fitness prediction on ribozyme assays, few-shot Dataset subset: NABench ribozyme assays (NABench split) | 0.079 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceEvo2-7B on NABench FS-CORR-RIBOZYME: Fitness prediction on ribozyme assays, few-shot Scored few-shot across the NABench ribozyme assays. Aggregation: Not reported NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(Evo2-7B), column(ribozyme) |
| Configuration: Evo2-7B | Task: NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shot Dataset subset: NABench tRNA assays (NABench split) | 0.144 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceEvo2-7B on NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shot Scored few-shot across the NABench tRNA assays. Aggregation: Not reported NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 9, row(Evo2-7B), column(tRNA) |
| Configuration: Evo2-7B | Task: NABench RCV-CORR-APTAMER: Fitness prediction on aptamer assays, supervised, random cross validation Dataset subset: NABench aptamer assays (NABench split) | 0.172 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceScored supervised, random cross validation across the NABench aptamer assays. Aggregation: Not reported NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 10, row(Evo2-7B), column(aptamer) |
| Configuration: Evo2-7B | Task: NABench RCV-CORR-ENHANCER: Fitness prediction on enhancer assays, supervised, random cross validation Dataset subset: NABench enhancer assays (NABench split) | 0.092 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceScored supervised, random cross validation across the NABench enhancer assays. Aggregation: Not reported NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 10, row(Evo2-7B), column(enhancer) |
| Configuration: Evo2-7B | Task: NABench RCV-CORR-MRNA: Fitness prediction on mRNA assays, supervised, random cross validation Dataset subset: NABench mRNA assays (NABench split) | 0.429 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceScored supervised, random cross validation across the NABench mRNA assays. Aggregation: Not reported NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 10, row(Evo2-7B), column(mRNA) |
| Configuration: Evo2-7B | Task: NABench RCV-CORR-PROMOTER: Fitness prediction on promoter assays, supervised, random cross validation Dataset subset: NABench promoter assays (NABench split) | 0.249 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceScored supervised, random cross validation across the NABench promoter assays. Aggregation: Not reported NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 10, row(Evo2-7B), column(promoter) |
| Configuration: Evo2-7B | Task: NABench RCV-CORR-RIBOZYME: Fitness prediction on ribozyme assays, supervised, random cross validation Dataset subset: NABench ribozyme assays (NABench split) | 0.202 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceScored supervised, random cross validation across the NABench ribozyme assays. Aggregation: Not reported NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 10, row(Evo2-7B), column(ribozyme) |
| Configuration: Evo2-7B | Task: NABench RCV-CORR-TRNA: Fitness prediction on tRNA assays, supervised, random cross validation Dataset subset: NABench tRNA assays (NABench split) | 0.393 spearman correlation · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceScored supervised, random cross validation across the NABench tRNA assays. Aggregation: Not reported NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction · Table 10, row(Evo2-7B), column(tRNA) |
Source checking is not independent reproduction. Release 2026-09-29-06401fd5b220.
Use this model
How it works, versions and access
Related profile: Evo 2. This page retains the exact record and its evaluation context.
This configuration
Nucleotide foundation model evaluated by the NABench authors under their fitness prediction protocol.
- record
- Evo2-7B
- configuration
- Not reported
- entity type
- Configuration
How it works
How it works
Evo 2 models and generates DNA over long contexts at single-nucleotide resolution. StripedHyena 2 hybrid architecture combining short, medium and long convolution operators with attention, trained autoregressively at single-base resolution. The documented inputs are DNA sequences represented at single-base resolution. The output consists of next-token outputs, embeddings and generated DNA sequences.
Sources (4)
ArcInstitute/evo2: README.md; ArcInstitute/evo2_7b: README.md; ArcInstitute/evo2_7b: config.json; evo2: Journal full-text XML · Evo 2 paper: architecture, training, and data, Figure 1 and Discussion; official checkpoints table and evo2_7b licence metadataVersions and reproducibility
Base 8K models, long-context 1M models, 7B 262K model and separately fine-tuned Microviridae model. Checkpoint-dependent: 8K, 262K or 1M bases as listed in the Checkpoints table.
Sources (4)
ArcInstitute/evo2: README.md; ArcInstitute/evo2_7b: README.md; ArcInstitute/evo2_7b: config.json; evo2: Journal full-text XML · Evo 2 paper: architecture, training, and data, Figure 1 and Discussion; official checkpoints table and evo2_7b licence metadataStrengths, limitations and unresolved questions
Strengths and limitations
Strengths and considerations
- Different released context lengths and model scales support a range of sequence modeling workflows.
Sources (4)
ArcInstitute/evo2: README.md; ArcInstitute/evo2_7b: README.md; ArcInstitute/evo2_7b: config.json; evo2: Journal full-text XML · Evo 2 paper: architecture, training, and data, Figure 1 and Discussion; official checkpoints table and evo2_7b licence metadata
Limitations and conditions
- Hardware requirements differ by checkpoint: the README requires FP8/Transformer Engine and Hopper GPUs for some scales, while 7B supports bfloat 16 on a wider set of GPUs.
Sources (4)
ArcInstitute/evo2: README.md; ArcInstitute/evo2_7b: README.md; ArcInstitute/evo2_7b: config.json; evo2: Journal full-text XML · Evo 2 paper: architecture, training, and data, Figure 1 and Discussion; official checkpoints table and evo2_7b licence metadata
Profile review details
Inspected pinned official documentation, relevant implementation files and named primary-paper sections. Claims are limited to those artifacts. Remaining field extraction and identity conflicts are explicit; no new performance claims, model runs or human review are implied.
Stable record: discovery-model-evo-2Specifications
Inputs, training, access and other details
Explanatory profile: limited source coverage · Automated source review, 2026-09-16. Review applies to the cited claims; unresolved fields are listed below. Numerical results retain their own review status.
| Property | Description and evidence |
|---|---|
| Model type | Autoregressive DNA model with StripedHyena 2Sources (4)ArcInstitute/evo2: README.md; ArcInstitute/evo2_7b: README.md; ArcInstitute/evo2_7b: config.json; evo2: Journal full-text XML · Evo 2 paper: architecture, training, and data, Figure 1 and Discussion; official checkpoints table and evo2_7b licence metadata |
| Architecture | StripedHyena 2 hybrid architecture combining short, medium and long convolution operators with attention, trained autoregressively at single-base resolution.Sources (4)ArcInstitute/evo2: README.md; ArcInstitute/evo2_7b: README.md; ArcInstitute/evo2_7b: config.json; evo2: Journal full-text XML · Evo 2 paper: architecture, training, and data, Figure 1 and Discussion; official checkpoints table and evo2_7b licence metadata |
| Inputs | DNA sequences represented at single-base resolution.Sources (4)ArcInstitute/evo2: README.md; ArcInstitute/evo2_7b: README.md; ArcInstitute/evo2_7b: config.json; evo2: Journal full-text XML · Evo 2 paper: architecture, training, and data, Figure 1 and Discussion; official checkpoints table and evo2_7b licence metadata |
| Outputs | Next-token outputs, embeddings and generated DNA sequences.Sources (4)ArcInstitute/evo2: README.md; ArcInstitute/evo2_7b: README.md; ArcInstitute/evo2_7b: config.json; evo2: Journal full-text XML · Evo 2 paper: architecture, training, and data, Figure 1 and Discussion; official checkpoints table and evo2_7b licence metadata |
| Parameters | 1B, 7B, 20B and 40B checkpoints are listed.Sources (4)ArcInstitute/evo2: README.md; ArcInstitute/evo2_7b: README.md; ArcInstitute/evo2_7b: config.json; evo2: Journal full-text XML · Evo 2 paper: architecture, training, and data, Figure 1 and Discussion; official checkpoints table and evo2_7b licence metadata |
| Known versions | Base 8K models, long-context 1M models, 7B 262K model and separately fine-tuned Microviridae model.Sources (4)ArcInstitute/evo2: README.md; ArcInstitute/evo2_7b: README.md; ArcInstitute/evo2_7b: config.json; evo2: Journal full-text XML · Evo 2 paper: architecture, training, and data, Figure 1 and Discussion; official checkpoints table and evo2_7b licence metadata |
| Training data | OpenGenome2 contains more than 8.8T curated nucleotides across bacteria, archaea, eukaryotes and bacteriophage. The paper separates 2.4T tokens of training exposure for 7B from 9.3T for 40B; eukaryotic-host viral sequences were excluded.Sources (4)ArcInstitute/evo2: README.md; ArcInstitute/evo2_7b: README.md; ArcInstitute/evo2_7b: config.json; evo2: Journal full-text XML · Evo 2 paper: architecture, training, and data, Figure 1 and Discussion; official checkpoints table and evo2_7b licence metadata |
| Training cutoff | OpenGenome2 combines multiple nucleotide collections. The inspected paper and released checkpoint documentation do not provide one latest-deposition date that covers every component. · Not reported in inspected sourcesSources (4)ArcInstitute/evo2: README.md; ArcInstitute/evo2_7b: README.md; ArcInstitute/evo2_7b: config.json; evo2: Journal full-text XML · Evo 2 paper: architecture, training, and data, Figure 1 and Discussion; official checkpoints table and evo2_7b licence metadata |
| Context limits | Checkpoint-dependent: 8K, 262K or 1M bases as listed in the Checkpoints table.Sources (4)ArcInstitute/evo2: README.md; ArcInstitute/evo2_7b: README.md; ArcInstitute/evo2_7b: config.json; evo2: Journal full-text XML · Evo 2 paper: architecture, training, and data, Figure 1 and Discussion; official checkpoints table and evo2_7b licence metadata |
| Weights licence | Apache-2.0 is declared in the inspected ArcInstitute/evo2_7b model card; other checkpoints require their own pinned terms.Sources (4)ArcInstitute/evo2: README.md; ArcInstitute/evo2_7b: README.md; ArcInstitute/evo2_7b: config.json; evo2: Journal full-text XML · Evo 2 paper: architecture, training, and data, Figure 1 and Discussion; official checkpoints table and evo2_7b licence metadata |
| Access | Official project documentation and implementation: https://github.com/ArcInstitute/evo2Sources (4)ArcInstitute/evo2: README.md; ArcInstitute/evo2_7b: README.md; ArcInstitute/evo2_7b: config.json; evo2: Journal full-text XML · Evo 2 paper: architecture, training, and data, Figure 1 and Discussion; official checkpoints table and evo2_7b licence metadata |
| Code licence | Apache-2.0SourcesArcInstitute/evo2: LICENSE · LICENSE: licence text |
Evidence
Source checking verifies the cited claim or transcription. It does not establish independent reproduction.
Evidence table
Inspect claims, sources and review details
Trace each statement to its source and review. A context-only reference supports the record generally; it does not verify an individual field. Source checking does not reproduce an experiment.
One row per statement and cited source. Multiple citations are not independent evaluations. Shared locators are labelled explicitly.
3 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| Relationship: family catalog-model-evo-2 Individual claims | NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction NABench model inventory explicit Evo2-7B / Evo2-7B-base; LAMBDA Table 1 explicit EVO2 7B; official Evo2 7B checkpoint list | Existing reviewed locator: Table 7, row(Evo2-7B) Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256 | source checked automated source review · 2026-09-23 Audit detailsSource review establishes this relationship only. Exact evaluated configurations and original numerical review status remain unchanged. 7B size explicitly established; base and context-extended weights remain separate configurations, no immutable checkpoint equality inferred. Field: Claim: model-evaluation-identity-1ca7f00526c92d5e72c8 Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| Relationship: family discovery-model-evo-2 Individual claims | NABench: Large-Scale Benchmarks of Nucleotide Foundation Models for Fitness Prediction Primary paper model-inventory and results tables: mRNABench Table 2; NABench model inventory; LAMBDA Table 1 (EVO2 7B); source-labelled configuration Evo2-7B | Existing reviewed locator: Table 7, row(Evo2-7B) Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256 | source checked automated source review · 2026-09-23 Audit detailsSource review establishes this relationship only. Exact evaluated configurations and original numerical review status remain unchanged. Explicit Evo2/EVO2 identity supported by cited paper and official Evo2 checkpoint list; base and context-extended configurations remain distinct. Field: Claim: model-evaluation-identity-340776700e2272e4a41e Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| Relationship: family discovery-model-evo-2 Individual claims | ArcInstitute/evo2: README.md Primary paper model-inventory and results tables: mRNABench Table 2; NABench model inventory; LAMBDA Table 1 (EVO2 7B); source-labelled configuration Evo2-7B | Existing reviewed locator: Table 7, row(Evo2-7B) Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: 53f195997257c56c00e5ef8d33a54f5baad143a6 | source checked automated source review · 2026-09-23 Audit detailsSource review establishes this relationship only. Exact evaluated configurations and original numerical review status remain unchanged. Explicit Evo2/EVO2 identity supported by cited paper and official Evo2 checkpoint list; base and context-extended configurations remain distinct. Field: Claim: model-evaluation-identity-340776700e2272e4a41e Source artifact SHA-256: Hash scope: SHA-256 of retrieved original artifact bytes Format: original_artifact |
Sources and history
View linked audit checks and correction history
Release 2026-09-29-06401fd5b220 · Record review: source checked
1 source records and release history
- 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-method-evo2-7b
- areas
- rna-transcriptomes
- source locator
- Table 7, row(Evo2-7B)
- missing metadata
- checkpoint revision: unreported; parameters: unextracted
Related records
- family: Evo 2
- family: Evo 2
- subject: Evo2-7B: family Evo 2
- subject: Evo2-7B: family Evo 2
- model: Evo2-7B on NABench CCV-CORR-APTAMER: Fitness prediction on aptamer assays, supervised, contiguous cross validation
- model: Evo2-7B on NABench CCV-CORR-ENHANCER: Fitness prediction on enhancer assays, supervised, contiguous cross validation
- model: Evo2-7B on NABench CCV-CORR-MRNA: Fitness prediction on mRNA assays, supervised, contiguous cross validation
- model: Evo2-7B on NABench CCV-CORR-PROMOTER: Fitness prediction on promoter assays, supervised, contiguous cross validation
- model: Evo2-7B on NABench CCV-CORR-RIBOZYME: Fitness prediction on ribozyme assays, supervised, contiguous cross validation
- model: Evo2-7B on NABench CCV-CORR-TRNA: Fitness prediction on tRNA assays, supervised, contiguous cross validation
- model: Evo2-7B on NABench DMS-CCV: Overall fitness prediction on NABench deep mutational scanning assays, Contiguous cross validation Spearman ρ
- model: Evo2-7B on NABench DMS-FS: Overall fitness prediction on NABench deep mutational scanning assays, Few-shot Spearman ρ
- model: Evo2-7B on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ
- model: Evo2-7B on NABench DMS-ZS-AUC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot AUC
- model: Evo2-7B on NABench DMS-ZS-CORR: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot Spearman ρ
- model: Evo2-7B on NABench DMS-ZS-MCC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot MCC
- model: Evo2-7B on NABench DMS-ZS-NDCG: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot NDCG
- model: Evo2-7B on NABench FS-CORR-APTAMER: Fitness prediction on aptamer assays, few-shot
- model: Evo2-7B on NABench FS-CORR-ENHANCER: Fitness prediction on enhancer assays, few-shot
- model: Evo2-7B on NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot
- model: Evo2-7B on NABench FS-CORR-PROMOTER: Fitness prediction on promoter assays, few-shot
- model: Evo2-7B on NABench FS-CORR-RIBOZYME: Fitness prediction on ribozyme assays, few-shot
- model: Evo2-7B on NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shot
- model: Evo2-7B on NABench RCV-CORR-APTAMER: Fitness prediction on aptamer assays, supervised, random cross validation
- model: Evo2-7B on NABench RCV-CORR-ENHANCER: Fitness prediction on enhancer assays, supervised, random cross validation
- model: Evo2-7B on NABench RCV-CORR-MRNA: Fitness prediction on mRNA assays, supervised, random cross validation
- model: Evo2-7B on NABench RCV-CORR-PROMOTER: Fitness prediction on promoter assays, supervised, random cross validation
- model: Evo2-7B on NABench RCV-CORR-RIBOZYME: Fitness prediction on ribozyme assays, supervised, random cross validation
- model: Evo2-7B on NABench RCV-CORR-TRNA: Fitness prediction on tRNA assays, supervised, random cross validation
- model: Evo2-7B on NABench SELEX-FS: Overall fitness prediction on NABench SELEX assays, Few-shot Spearman ρ
- model: Evo2-7B on NABench SELEX-RCV: Overall fitness prediction on NABench SELEX assays, Random cross validation Spearman ρ
- model: Evo2-7B on NABench SELEX-ZS-AUC: Overall fitness prediction on NABench SELEX assays, Zero-shot AUC
- model: Evo2-7B on NABench SELEX-ZS-CORR: Overall fitness prediction on NABench SELEX assays, Zero-shot Spearman ρ
- model: Evo2-7B on NABench SELEX-ZS-MCC: Overall fitness prediction on NABench SELEX assays, Zero-shot MCC
- model: Evo2-7B on NABench SELEX-ZS-NDCG: Overall fitness prediction on NABench SELEX assays, Zero-shot NDCG
- model: Evo2-7B on NABench ZS-AUC-APTAMER: Fitness prediction on aptamer assays, zero-shot
- model: Evo2-7B on NABench ZS-AUC-ENHANCER: Fitness prediction on enhancer assays, zero-shot
- model: Evo2-7B on NABench ZS-AUC-MRNA: Fitness prediction on mRNA assays, zero-shot
- model: Evo2-7B on NABench ZS-AUC-PROMOTER: Fitness prediction on promoter assays, zero-shot
- model: Evo2-7B on NABench ZS-AUC-RIBOZYME: Fitness prediction on ribozyme assays, zero-shot
- model: Evo2-7B on NABench ZS-AUC-TRNA: Fitness prediction on tRNA assays, zero-shot
- model: Evo2-7B on NABench ZS-CORR-APTAMER: Fitness prediction on aptamer assays, zero-shot
- model: Evo2-7B on NABench ZS-CORR-ENHANCER: Fitness prediction on enhancer assays, zero-shot
- model: Evo2-7B on NABench ZS-CORR-MRNA: Fitness prediction on mRNA assays, zero-shot
- model: Evo2-7B on NABench ZS-CORR-PROMOTER: Fitness prediction on promoter assays, zero-shot
- model: Evo2-7B on NABench ZS-CORR-RIBOZYME: Fitness prediction on ribozyme assays, zero-shot
- model: Evo2-7B on NABench ZS-CORR-TRNA: Fitness prediction on tRNA assays, zero-shot