Evo is a biological foundation model capable of long-context modeling and design. Evo uses the StripedHyena architecture to enable modeling of sequences at a single-nucleotide, byte-level resolution with near-linear scaling of compute and memory relative to context length.

Nguyen et al. present Evo, a multimodal artificial intelligence model that can interpret and generate genomic sequences at a vast scale. The Evo architecture leverages deep learning techniques, enabling it to process long sequences efficiently.

Evo 2 is a state of the art DNA language model for long context modeling and design. Evo 2 models DNA sequences at single-nucleotide resolution at up to 1 million base pair context length using the StripedHyena 2 architecture.

2024年2月27日 · Evo is a long-context biological foundation model that generalizes across the fundamental languages of biology: DNA, RNA, and proteins. It is capable of both prediction tasks and generative design, from molecular to whole genome scale (over 650k tokens in length).

Evo 2 is a genomic foundation model capable of generalist prediction and design tasks across DNA, RNA, and proteins. It uses a frontier deep learning architecture to enable modeling of biological sequences at single-nucleotide resolution with near-linear scaling of compute and memory relative to context length.

2025年2月21日 · We introduce Evo 2, a biological foundation model trained on 9.3 trillion DNA base pairs from a highly curated genomic atlas spanning all domains of life. We train Evo 2 with 7B and 40B parameters to have an unprecedented 1 million token context window with single-nucleotide resolution.

2025年2月19日 · In addition to identifying disease-causing mutations in human genes, Evo 2 can design new genomes that are as long as the genomes of simple bacteria. Similar in scale to the most powerful generative AI large language models, Evo 2 …

2025年2月19日 · Arc Institute researchers have developed a machine learning model called Evo 2 that is trained on the DNA of over 100,000 species across the entire tree of life. Its deep understanding of biological code means that Evo 2 can identify patterns in gene sequences across disparate organisms that experimental researchers would need years to uncover.

Think of it as the world’s largest eavesdropper on the symphony of life: Evo 2, an AI model trained on DNA from more than 100,000 species, can not only spot troublemaking mutations lurking in the human genome but also compose brand-new genetic sequences from scratch—heralding a future where biology bows to code.

2024年12月18日 · Evo is a biological foundation model capable of long-context modeling and design. Evo uses the StripedHyena architecture to enable modeling of sequences at a single-nucleotide, byte-level resolution with near-linear scaling of compute and memory relative to …