genomicsGenomics & Bioinformatics
Genomics & Bioinformatics · Genomic Foundation Models

Nucleotide Transformer

By InstaDeep and collaborators

Foundation models for genomic sequence representation

Foundation models for genomic sequence representation. Choose the correct checkpoint, tokenizer and species context; code and model terms can differ.

Foundation models for genomic sequence representationInput: Nucleotide sequencesOutput: Sequence embeddings and fine-tuned predictions
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Overview

Foundation models for genomic sequence representation. Choose the correct checkpoint, tokenizer and species context; code and model terms can differ.

Information checked against an official source; not a hands-on test. Source · Last reviewed: 16/09/2026, 17:33:40

Key Features

  • Foundation models for genomic sequence representation
  • Input: Nucleotide sequences
  • Output: Sequence embeddings and fine-tuned predictions

Academic Context & Research Evidence

Biological & Workflow Fit

Compute & Hardware
Consult linked installation guidance; workload dependent
Licensing & Academic Use
Review the linked release, model weights, datasets and service terms separately
Documented Evidence
Project or provider documentation; no local performance benchmark

Cite this Tool

Use this citation format when referencing Nucleotide Transformer in scientific publications and benchmark papers.

@software{nucleotide_transformer_2026,
  title = {{Nucleotide Transformer}},
  author = {{InstaDeep and collaborators}},
  year = {2026},
  url = {https://github.com/instadeepai/nucleotide-transformer},
  note = {Indexed on aibioatlas - AI for Biology and Drug Discovery}
}

Peer-Reviewed Literature & Preprints

Live scientific citations streamed from Europe PMC and PubMed for Nucleotide Transformer.

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Technical / Product Information

Missing values mean the catalog has no recorded information. They do not mean a feature is absent.

Entry typeResearch software / model
Access modePublic code / project terms
AI roleScientific machine learning
Input dataNucleotide sequences
Output dataSequence embeddings and fine-tuned predictions
Licence conditionsReview the linked release, model weights, datasets and service terms separately
Commercial eligibilityNot independently confirmed
Compute requirementsConsult linked installation guidance; workload dependent
ValidationEvaluate on representative data; no clinical suitability established
TypeNot recorded
Intended useBiological and pharmaceutical research
CompatibilityNot recorded
LimitationsChoose the correct checkpoint, tokenizer and species context; code and model terms can differ.
Evidence levelProject or provider documentation; no local performance benchmark
AvailabilitySee project access and maintenance status
Price / accessSee project terms; compute costs may apply

Research fit & compatibility

No software–hardware integration has been verified for this entry yet. Explore documented research workflows.

BEFORE YOU CHOOSE

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  • Is this a model, supporting tool, commercial platform or research prototype?
  • Verify the code, weights, data licence and independent validation before selecting a workflow.

Alternatives

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FAQ

Where is this product available?

See project access and maintenance status

How is pricing handled?

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Peer Reviews & Community Ratings

Feedback from researchers and computational biologists evaluating Nucleotide Transformer.

5.0
★★★★★Based on 0 researcher evaluations
Biological Accuracy
4.8/5
Ease of Installation
4.3/5
Documentation & Code
4.6/5