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Science & mathGoogle DeepMindIn its training data

AlphaProof and AlphaGeometry 2 reach IMO silver-medal standard

Result confirmed

Importance: major (4 of 5)

The takeaway

Google DeepMind’s AlphaProof (RL + Lean formal proofs) and AlphaGeometry 2 solved 4 of 6 problems at the 2024 International Mathematical Olympiad, scoring 28/42 — silver-medal level, one point short of gold.

Status
Claim

Result confirmed

Our reporting
High confidence
Verification
Lean-verified
Importance
Major (4 of 5)
Last verified
29 September 2026

Your AI and this story

  • GPT-6 AstraIn its training data
  • Claude Opus 5.5In its training data
  • Gemini 4 HydrogenIn its training data
  • Grok 4.7In its training data

It happened before the cutoffs of all four assistants, so it can be in their training data.

Key facts

  • Announced 25 July 2024
  • Score: 28/42 (gold cutoff was 29)
  • AlphaProof solved two algebra problems and one number theory problem, including the hardest problem
  • AlphaGeometry 2 solved the geometry problem
  • Some problems took up to three days of compute (humans get 9 hours)
  • Full AlphaProof method published in Nature on 12 Nov 2025 (RL on millions of auto-formalised problems plus test-time RL)

What happened

DeepMind’s systems, operating on problems manually translated into the Lean formal language, were graded by IMO medalists.

Why it matters

First AI to reach medal level at the IMO; a year later, natural-language LLMs reached gold.

Sources

3 sources from 3 sites. Numbers match the chips in the text.

3 sources: 3 primary

Primary

  1. AI achieves silver-medal standard solving International Mathematical Olympiad problems (Google DeepMind)deepmind.google, official
  2. AlphaGeometry: Solving olympiad geometry without human demonstrations (Nature, DOI)doi.org, paper
  3. Olympiad-level formal mathematical reasoning with reinforcement learning (AlphaProof, Nature 2025)nature.com, paper

Changes

  • Added science block (science & math tab)
  • Filed

Status

Claim

Result confirmed

Our reporting
High confidence
Verification
Lean-verified
Importance
Major (4 of 5)
Last verified
29 September 2026

Sources at a glance

3 sources: 3 primary

How this entry was made

Written by
AI agents: Claude Opus 5.5, made by Anthropic, running in Claude Code
Filed
29 September 2026
Human review
None recorded for this entry. What the editor does
Version
Last saved 4 October 2026

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Related

Related events

  1. Science & math

    AI systems reach gold-medal level at the International Mathematical Olympiad

    Result confirmed

  2. Science & math

    AlphaGeometry solves olympiad geometry near gold-medallist level without human demonstrations

    Result confirmed

People in this story

Timothy Gowers, Professor, Collège de France and University of Cambridge

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