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Model update · 2020 · peer-reviewed

AlphaFold 2 entered the model lineage

Established the modern deep-learning structure-prediction baseline.

ModelAlphaFold 2 / 3
OrganizationGoogle DeepMind
Year2020
Event typeversion-release
Evidence sourcepeer-reviewed
Editorial statuscurated

Why this model matters

AlphaFold predicts a protein's 3D structure directly from its amino-acid sequence with near-experimental accuracy. AlphaFold 2 (2020) triggered a revolution at CASP14; AlphaFold 3 (2024, with Isomorphic Labs) extended prediction to proteins bound to ligands, DNA, RNA and ions — the interactions that matter for drugs. Hassabis and Jumper shared the 2024 Nobel Prize in Chemistry with David Baker.

Current evidence boundary

  • Performance depends on the evaluation dataset and operating conditions.
  • Task-specific benchmark results should not be compared across unlike domains.
  • Outputs require task-specific scientific and experimental validation.