Molecular render representing ESM-2

ESM-2

Protein language model embeddings and scoring

ESM-2 is a large protein language model trained on evolutionary sequences that produces per-residue and sequence-level embeddings for downstream prediction tasks. It scores mutations and estimates secondary structure and contact maps directly from unsupervised attention maps. A foundational model for protein ML pipelines.

ESM-2 is live on MolPilot — paste a sequence and press Fold.

At a glance

Input
Protein sequence (FASTA)
Output
Embeddings and scores (NPZ)
Developed by
Meta AI
Published
Lin et al., Science 2023 · 2022
#language-model#embeddings#mutation-scoring