rewire.it
Model

Evo 2

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 metadata

87 evaluations · 92 metric rows · 2 evaluated configurations using this model

How it worksEvo 2 workflow
Evo 2 workflow1. DNA bases. Then: 2. StripedHyena 2. Then: 3. Autoregressive outputs. Then: 4. Sequence scoring or generationEvo 2 workflow1. DNA bases. Then: 2. StripedHyena 2. Then: 3. Autoregressive outputs. Then: 4. Sequence scoring or generationEvo 2 workflow1. DNA bases. Then: 2. StripedHyena 2. Then: 3. Autoregressive outputs. Then: 4. Sequence scoring or generation

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 metadata

Overview

limited source coverage · Automated source review, 2026-09-16. All specifications and missing details

Evaluations and results

87 evaluations · 92 metric rows. Different protocols are not a single leaderboard.

Filter evaluations

Applied filters: All linked evaluations

Exact evaluated configurations and original reported results
Tested configurationProtocol and datasetFindingEvidence and details
Configuration: EVO2Protocol: Genome-wide prophage detection (Genome-wide prophage detection)
Dataset: LAMBDA genome-wide prophage test
0.680 MCC
unitless · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · source checked
Methods, coverage and source

EVO2: Genome-wide prophage detection

Scan complete genomes with overlapping windows and postprocess predictions into prophage regions. Genome-wide metrics are computed at region level and macro-averaged across genomes. Filtered gLM pipelines include normalization, smoothing, clustering and size filtering; these are not standalone encoder scores. 80 bacterial genomes,47 species,four phyla;386 annotated prophage locations.

Aggregation: Not reported

LAMBDA: A Prophage Detection Benchmark for Genomic Language Models; LAMBDA: A Prophage Detection Benchmark for Genomic Language Models · Table 5, EVO2 row, MCC column
Configuration: Evo2-7B-baseTask: NABench CCV-CORR-APTAMER: Fitness prediction on aptamer assays, supervised, contiguous cross validation
Dataset subset: NABench aptamer assays (NABench split)
0.125 spearman
correlation · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · source checked
Methods, coverage and source

Evo2-7B-base on NABench CCV-CORR-APTAMER: Fitness prediction on aptamer assays, supervised, contiguous cross validation

Scored 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-base), column(aptamer)
Configuration: Evo2-7B-baseTask: NABench CCV-CORR-ENHANCER: Fitness prediction on enhancer assays, supervised, contiguous cross validation
Dataset subset: NABench enhancer assays (NABench split)
0.138 spearman
correlation · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · source checked
Methods, coverage and source

Evo2-7B-base on NABench CCV-CORR-ENHANCER: Fitness prediction on enhancer assays, supervised, contiguous cross validation

Scored 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-base), column(enhancer)
Configuration: Evo2-7B-baseTask: NABench CCV-CORR-MRNA: Fitness prediction on mRNA assays, supervised, contiguous cross validation
Dataset subset: NABench mRNA assays (NABench split)
0.176 spearman
correlation · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · source checked
Methods, coverage and source

Evo2-7B-base on NABench CCV-CORR-MRNA: Fitness prediction on mRNA assays, supervised, contiguous cross validation

Scored 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-base), column(mRNA)
Configuration: Evo2-7B-baseTask: NABench CCV-CORR-PROMOTER: Fitness prediction on promoter assays, supervised, contiguous cross validation
Dataset subset: NABench promoter assays (NABench split)
0.128 spearman
correlation · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · source checked
Methods, coverage and source

Evo2-7B-base on NABench CCV-CORR-PROMOTER: Fitness prediction on promoter assays, supervised, contiguous cross validation

Scored 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-base), column(promoter)
Configuration: Evo2-7B-baseTask: NABench CCV-CORR-RIBOZYME: Fitness prediction on ribozyme assays, supervised, contiguous cross validation
Dataset subset: NABench ribozyme assays (NABench split)
0.317 spearman
correlation · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · source checked
Methods, coverage and source

Evo2-7B-base on NABench CCV-CORR-RIBOZYME: Fitness prediction on ribozyme assays, supervised, contiguous cross validation

Scored 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-base), column(ribozyme)
Configuration: Evo2-7B-baseTask: NABench CCV-CORR-TRNA: Fitness prediction on tRNA assays, supervised, contiguous cross validation
Dataset subset: NABench tRNA assays (NABench split)
0.310 spearman
correlation · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · source checked
Methods, coverage and source

Evo2-7B-base on NABench CCV-CORR-TRNA: Fitness prediction on tRNA assays, supervised, contiguous cross validation

Scored 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-base), column(tRNA)
Configuration: Evo2-7B-baseTask: 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)
0.272 spearman
correlation · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · source checked
Methods, coverage and source

Evo2-7B-base on NABench DMS-CCV: Overall fitness prediction on NABench deep mutational scanning assays, Contiguous cross validation Spearman ρ

Aggregated 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-base), column(Contiguous cross validation Spearman ρ)
Configuration: Evo2-7B-baseTask: 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)
0.132 spearman
correlation · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · source checked
Methods, coverage and source

Evo2-7B-base on NABench DMS-FS: Overall fitness prediction on NABench deep mutational scanning assays, Few-shot Spearman ρ

Aggregated 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-base), column(Few-shot Spearman ρ)
Configuration: Evo2-7B-baseTask: 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)
0.256 spearman
correlation · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · source checked
Methods, coverage and source

Evo2-7B-base on NABench DMS-RCV: Overall fitness prediction on NABench deep mutational scanning assays, Random cross validation Spearman ρ

Aggregated 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-base), column(Random cross validation Spearman ρ)
Configuration: Evo2-7B-baseTask: 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)
0.547 auc
fraction · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · source checked
Methods, coverage and source

Evo2-7B-base on NABench DMS-ZS-AUC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot AUC

Aggregated 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-base), column(Zero-shot AUC)
Configuration: Evo2-7B-baseTask: 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 checked
Methods, coverage and source

Evo2-7B-base on NABench DMS-ZS-CORR: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot Spearman ρ

Aggregated 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-base), column(Zero-shot Spearman ρ)
Configuration: Evo2-7B-baseTask: 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)
0.079 mcc
correlation · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · source checked
Methods, coverage and source

Evo2-7B-base on NABench DMS-ZS-MCC: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot MCC

Aggregated 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-base), column(Zero-shot MCC)
Configuration: Evo2-7B-baseTask: 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)
0.410 ndcg
fraction · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · source checked
Methods, coverage and source

Evo2-7B-base on NABench DMS-ZS-NDCG: Overall fitness prediction on NABench deep mutational scanning assays, Zero-shot NDCG

Aggregated 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-base), column(Zero-shot NDCG)
Configuration: Evo2-7B-baseTask: NABench FS-CORR-APTAMER: Fitness prediction on aptamer assays, few-shot
Dataset subset: NABench aptamer assays (NABench split)
0.068 spearman
correlation · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · source checked
Methods, coverage and source

Evo2-7B-base 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-base), column(aptamer)
Configuration: Evo2-7B-baseTask: NABench FS-CORR-ENHANCER: Fitness prediction on enhancer assays, few-shot
Dataset subset: NABench enhancer assays (NABench split)
0.098 spearman
correlation · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · source checked
Methods, coverage and source

Evo2-7B-base 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-base), column(enhancer)
Configuration: Evo2-7B-baseTask: NABench FS-CORR-MRNA: Fitness prediction on mRNA assays, few-shot
Dataset subset: NABench mRNA assays (NABench split)
0.269 spearman
correlation · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · source checked
Methods, coverage and source

Evo2-7B-base 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-base), column(mRNA)
Configuration: Evo2-7B-baseTask: NABench FS-CORR-PROMOTER: Fitness prediction on promoter assays, few-shot
Dataset subset: NABench promoter assays (NABench split)
0.064 spearman
correlation · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · source checked
Methods, coverage and source

Evo2-7B-base 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-base), column(promoter)
Configuration: Evo2-7B-baseTask: NABench FS-CORR-RIBOZYME: Fitness prediction on ribozyme assays, few-shot
Dataset subset: NABench ribozyme assays (NABench split)
0.107 spearman
correlation · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · source checked
Methods, coverage and source

Evo2-7B-base 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-base), column(ribozyme)
Configuration: Evo2-7B-baseTask: NABench FS-CORR-TRNA: Fitness prediction on tRNA assays, few-shot
Dataset subset: NABench tRNA assays (NABench split)
0.300 spearman
correlation · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · source checked
Methods, coverage and source

Evo2-7B-base 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-base), column(tRNA)
Configuration: Evo2-7B-baseTask: NABench RCV-CORR-APTAMER: Fitness prediction on aptamer assays, supervised, random cross validation
Dataset subset: NABench aptamer assays (NABench split)
0.190 spearman
correlation · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · source checked
Methods, coverage and source

Evo2-7B-base on NABench RCV-CORR-APTAMER: Fitness prediction on aptamer assays, supervised, random cross validation

Scored 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-base), column(aptamer)
Configuration: Evo2-7B-baseTask: NABench RCV-CORR-ENHANCER: Fitness prediction on enhancer assays, supervised, random cross validation
Dataset subset: NABench enhancer assays (NABench split)
0.217 spearman
correlation · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · source checked
Methods, coverage and source

Evo2-7B-base on NABench RCV-CORR-ENHANCER: Fitness prediction on enhancer assays, supervised, random cross validation

Scored 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-base), column(enhancer)
Configuration: Evo2-7B-baseTask: NABench RCV-CORR-MRNA: Fitness prediction on mRNA assays, supervised, random cross validation
Dataset subset: NABench mRNA assays (NABench split)
0.413 spearman
correlation · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · source checked
Methods, coverage and source

Evo2-7B-base on NABench RCV-CORR-MRNA: Fitness prediction on mRNA assays, supervised, random cross validation

Scored 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-base), column(mRNA)
Configuration: Evo2-7B-baseTask: NABench RCV-CORR-PROMOTER: Fitness prediction on promoter assays, supervised, random cross validation
Dataset subset: NABench promoter assays (NABench split)
0.293 spearman
correlation · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · source checked
Methods, coverage and source

Evo2-7B-base on NABench RCV-CORR-PROMOTER: Fitness prediction on promoter assays, supervised, random cross validation

Scored 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-base), column(promoter)
Configuration: Evo2-7B-baseTask: NABench RCV-CORR-RIBOZYME: Fitness prediction on ribozyme assays, supervised, random cross validation
Dataset subset: NABench ribozyme assays (NABench split)
0.212 spearman
correlation · higher

Uncertainty: Not reported

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · source checked
Methods, coverage and source

Evo2-7B-base on NABench RCV-CORR-RIBOZYME: Fitness prediction on ribozyme assays, supervised, random cross validation

Scored 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-base), column(ribozyme)

Source checking is not independent reproduction. Release 2026-09-23-2b89723c6dd9.

Related configurations, pipelines and services

These configurations, services and pipelines use this model within their own configurations. Their results, where available, are not assigned to the underlying model.

Use this model

How it works, versions and access

Related profile: Evo 2. This page retains the exact record and its evaluation context.

Versions and evaluated configurations

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 metadata
Versions 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 metadata
Strengths, limitations and unresolved questions

Strengths and limitations

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: catalog-model-evo-2

Specifications

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.

Inputs, outputs and configuration
PropertyDescription and evidence
Model typeAutoregressive DNA model with StripedHyena 2
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
ArchitectureStripedHyena 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
InputsDNA 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
OutputsNext-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
Parameters1B, 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 versionsBase 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 dataOpenGenome2 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 cutoffOpenGenome2 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 sources
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
Context limitsCheckpoint-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 licenceApache-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
AccessOfficial 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 metadata
Code licenceApache-2.0
SourcesArcInstitute/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.

82 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-09-23-2b89723c6dd9
Property and statementOriginal source and locationReview and provenance
Diagram caption
Conceptual summary of the documented data flow; optional inputs and configured downstream stages must be reported for a reproducible evaluation.
Individual claims
ArcInstitute/evo2_7b: README.md

Original source ↗

Evo 2 paper: architecture, training, and data, Figure 1 and Discussion; official checkpoints table and evo2_7b licence metadata

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: bda0089f92582d5baabf0f22d9fc85f3588f6b58
Retrieved: 2026-09-16T20:04:02.231112+00:00

source checked

automated source review · 2026-09-16

Audit 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.

Field: attributes.profile.diagram.caption

Source artifact SHA-256: 802cb1e030bc560414a9fabcddd8fe243c296ad7d0b523dde0a3a0e1a7eaf794

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Diagram caption
Conceptual summary of the documented data flow; optional inputs and configured downstream stages must be reported for a reproducible evaluation.
Individual claims
evo2: Journal full-text XML

Original source ↗

Evo 2 paper: architecture, training, and data, Figure 1 and Discussion; official checkpoints table and evo2_7b licence metadata

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: Retrieved page snapshot; no immutable publisher revision supplied
Retrieved: 2026-09-16T20:16:14.422554+00:00

source checked

automated source review · 2026-09-16

Audit 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.

Field: attributes.profile.diagram.caption

Source artifact SHA-256: d043dbda49e023ef6b70e36e7ca7832bda6b7af6c5934368e8778a7f23cda8bd

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Diagram caption
Conceptual summary of the documented data flow; optional inputs and configured downstream stages must be reported for a reproducible evaluation.
Individual claims
ArcInstitute/evo2: README.md

Original source ↗

Evo 2 paper: architecture, training, and data, Figure 1 and Discussion; official checkpoints table and evo2_7b licence metadata

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: 53f195997257c56c00e5ef8d33a54f5baad143a6
Retrieved: 2026-09-16T19:46:17.765915+00:00

source checked

automated source review · 2026-09-16

Audit 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.

Field: attributes.profile.diagram.caption

Source artifact SHA-256: 58787c8ef5cb4fba4c04322a4ceb9f174e2233ec22d4193622fb6bc67d651d89

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Diagram caption
Conceptual summary of the documented data flow; optional inputs and configured downstream stages must be reported for a reproducible evaluation.
Individual claims
ArcInstitute/evo2_7b: config.json

Original source ↗

Evo 2 paper: architecture, training, and data, Figure 1 and Discussion; official checkpoints table and evo2_7b licence metadata

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: bda0089f92582d5baabf0f22d9fc85f3588f6b58
Retrieved: 2026-09-16T20:04:02.231112+00:00

source checked

automated source review · 2026-09-16

Audit 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.

Field: attributes.profile.diagram.caption

Source artifact SHA-256: 7f2e195e156de678b6d7db090dca19b37e88671f72ea7c9e1866e103946b69b2

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Diagram steps
  • DNA bases
  • StripedHyena 2
  • Autoregressive outputs
  • Sequence scoring or generation
Individual claims
ArcInstitute/evo2_7b: README.md

Original source ↗

Evo 2 paper: architecture, training, and data, Figure 1 and Discussion; official checkpoints table and evo2_7b licence metadata

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: bda0089f92582d5baabf0f22d9fc85f3588f6b58
Retrieved: 2026-09-16T20:04:02.231112+00:00

source checked

automated source review · 2026-09-16

Audit 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.

Field: attributes.profile.diagram.steps

Source artifact SHA-256: 802cb1e030bc560414a9fabcddd8fe243c296ad7d0b523dde0a3a0e1a7eaf794

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Diagram steps
  • DNA bases
  • StripedHyena 2
  • Autoregressive outputs
  • Sequence scoring or generation
Individual claims
evo2: Journal full-text XML

Original source ↗

Evo 2 paper: architecture, training, and data, Figure 1 and Discussion; official checkpoints table and evo2_7b licence metadata

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: Retrieved page snapshot; no immutable publisher revision supplied
Retrieved: 2026-09-16T20:16:14.422554+00:00

source checked

automated source review · 2026-09-16

Audit 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.

Field: attributes.profile.diagram.steps

Source artifact SHA-256: d043dbda49e023ef6b70e36e7ca7832bda6b7af6c5934368e8778a7f23cda8bd

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Diagram steps
  • DNA bases
  • StripedHyena 2
  • Autoregressive outputs
  • Sequence scoring or generation
Individual claims
ArcInstitute/evo2: README.md

Original source ↗

Evo 2 paper: architecture, training, and data, Figure 1 and Discussion; official checkpoints table and evo2_7b licence metadata

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: 53f195997257c56c00e5ef8d33a54f5baad143a6
Retrieved: 2026-09-16T19:46:17.765915+00:00

source checked

automated source review · 2026-09-16

Audit 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.

Field: attributes.profile.diagram.steps

Source artifact SHA-256: 58787c8ef5cb4fba4c04322a4ceb9f174e2233ec22d4193622fb6bc67d651d89

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Diagram steps
  • DNA bases
  • StripedHyena 2
  • Autoregressive outputs
  • Sequence scoring or generation
Individual claims
ArcInstitute/evo2_7b: config.json

Original source ↗

Evo 2 paper: architecture, training, and data, Figure 1 and Discussion; official checkpoints table and evo2_7b licence metadata

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: bda0089f92582d5baabf0f22d9fc85f3588f6b58
Retrieved: 2026-09-16T20:04:02.231112+00:00

source checked

automated source review · 2026-09-16

Audit 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.

Field: attributes.profile.diagram.steps

Source artifact SHA-256: 7f2e195e156de678b6d7db090dca19b37e88671f72ea7c9e1866e103946b69b2

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Diagram title
Evo 2 workflow
Individual claims
ArcInstitute/evo2_7b: README.md

Original source ↗

Evo 2 paper: architecture, training, and data, Figure 1 and Discussion; official checkpoints table and evo2_7b licence metadata

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: bda0089f92582d5baabf0f22d9fc85f3588f6b58
Retrieved: 2026-09-16T20:04:02.231112+00:00

source checked

automated source review · 2026-09-16

Audit 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.

Field: attributes.profile.diagram.title

Source artifact SHA-256: 802cb1e030bc560414a9fabcddd8fe243c296ad7d0b523dde0a3a0e1a7eaf794

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Diagram title
Evo 2 workflow
Individual claims
evo2: Journal full-text XML

Original source ↗

Evo 2 paper: architecture, training, and data, Figure 1 and Discussion; official checkpoints table and evo2_7b licence metadata

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: Retrieved page snapshot; no immutable publisher revision supplied
Retrieved: 2026-09-16T20:16:14.422554+00:00

source checked

automated source review · 2026-09-16

Audit 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.

Field: attributes.profile.diagram.title

Source artifact SHA-256: d043dbda49e023ef6b70e36e7ca7832bda6b7af6c5934368e8778a7f23cda8bd

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Sources and history

View linked audit checks and correction history

Release 2026-09-23-2b89723c6dd9 · Record review: discovered

6 source records and release historyDownload this release
Technical metadata and extraction receipts

Stable ID: catalog-model-evo-2

areas
dna-genomes; microbes-communities
method types
foundation model
entity level
family
version
7B
reported name
Evo 2
access
Public checkpoints; official local inference needs CUDA hardware and substantial memory.
method type
foundation model
historical missing metadata
checkpoint revision: not_yet_extracted; training data: not_yet_extracted; licence: not_yet_extracted
metadata review scope
historical_missing_metadata preserves the original discovery state. Current descriptive evidence and missingness are recorded in profile.facts; numerical-result review is separate.
entity classification
review date: 2026-09-17; rationale: The cited profile describes a named learned biological predictor or representation model/family. Preserve this identity separately from task-specific fitting, individual checkpoints, pipelines and hosted access.; source ids: evidence-official-a248990b44d481814f47; evidence-official-849b751ed4bf88622749; evidence-official-b8df803e8f55324a4eb5; evidence-official-8717ffb993cc8f7eddec; source locator: Evo 2 paper: architecture, training, and data, Figure 1 and Discussion; official checkpoints table and evo2_7b licence metadata; ambiguities: None recorded
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