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ESMFold

ESMFold predicts protein structures from individual amino-acid sequences using an ESM-2 representation model and a folding system.

0 evaluations · 0 metric rows

At a glance

Explanatory profile: source reviewed · Automated source review, 2026-09-16. This does not change the review status of its results.

Inputs, outputs and configuration
PropertyDescription and evidence
Primary outputPDB structure with confidence informationfacebookresearch/esm official source · README.md: ESMFold Structure Prediction and Main models
Model typeNot extracted or verified for this record.
Known versionsNot extracted or verified for this record.
Training dataNot extracted or verified for this record.
Context limitsNot extracted or verified for this record.
AccessNot extracted or verified for this record.
Code licenceNot extracted or verified for this record.
Weights licenceNot extracted or verified for this record.

Versions and evaluated configurations

How it works

Conceptual procedure

Schematic of the documented input, computation and output; not an executable configuration.

Conceptual procedureProtein sequence. Then: ESM-2 features. Then: Folding system. Then: Recycling. Then: Predicted structureProtein sequenceESM-2 featuresFolding systemRecyclingPredicted structure
Read the diagram as text
  1. Protein sequence
  2. ESM-2 features
  3. Folding system
  4. Recycling
  5. Predicted structure
facebookresearch/esm official source · README.md: ESMFold Structure Prediction and Main models

The sequence is embedded and converted into a three-dimensional structure. The implementation exposes recycling and chunking controls; those choices affect memory use and the exact evaluated run.

facebookresearch/esm official source · README.md: ESMFold Structure Prediction and Main models

Benchmarks and results

Release 2026-09-16-d74d282221a9 · 0 evaluations · 0 metric rows. Different protocols are not a single leaderboard.

No evaluations linked in this release.

Strengths and limitations

Strengths supported by sources

Limitations and conditions

  • Long sequences and larger batches can exceed device memory. Version v0 and v1 refer to different released models.facebookresearch/esm official source · README.md: ESMFold Structure Prediction and Main models
Profile review details

Primary project documentation or paper inspected for the explanatory claims and cited locations. Reviewed coverage concerns this narrative, not complete metadata, independent reproduction or a performance ranking.

Stable record: discovery-model-esmfold

Applicable tests and references

Applicability is distinct from a completed evaluation.

Sources and history

Release 2026-09-16-d74d282221a9 · Record review: discovered

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Technical metadata and extraction receipts

Stable ID: discovery-model-esmfold

areas
protein-structure
access
official_source_linked
benchmark applicability
candidate; not evidence of a reported evaluation
candidate benchmark ids
discovery-benchmark-proteinbench
entity level
family
missing metadata
checkpoint: unextracted; code licence: unextracted; parameters: unextracted; training cutoff: unextracted; training data: unextracted; version: unextracted; weights licence: unextracted
reported name
ESMFold
version
Not reported
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