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Peer reviewed

AlphaProof: olympiad-level formal reasoning (IMO 2024 silver)

The gist

Google DeepMind published AlphaProof in Nature on November 12, 2025: a system that proves statements in Lean using reinforcement learning, reaching a silver-medal level at IMO 2024. Status: peer reviewed.

DiscoverIA status on October 11, 2026: peer reviewed, meaning published in a journal or reviewed by named experts.

Status detailsDetails

AI draft, not reviewedWhat has not been reviewed?

Text written by an AI (DiscoverIA pipeline), on . The status and its sources come from the registry; only the explanatory text has not been reviewed. A reported error is corrected, then the text is reviewed.

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Cite this entry

A single status snapshot since Oct 11, 2026: a citation always points to a dated snapshot.

Cite snapshot 1, Oct 11, 2026

APA citation with the dated link

DiscoverIA. (2026, October 11). AlphaProof: olympiad-level formal reasoning (IMO 2024 silver) [Status: Peer reviewed, snapshot 1]. DiscoverIA registry. https://discoveria.ai/entry/alphaproof-nature-2025-11-12#releve-1

BibTeX @misc, key discoveria-alphaproof-nature-2025-11-12-r1

@misc{discoveria-alphaproof-nature-2025-11-12-r1,
  author       = {{DiscoverIA}},
  title        = {AlphaProof: olympiad-level formal reasoning (IMO 2024 silver)},
  howpublished = {DiscoverIA registry, entry alphaproof-nature-2025-11-12},
  note         = {Status “Peer reviewed”, snapshot 1, recorded on October 11, 2026. Competition},
  year         = {2026},
  url          = {https://discoveria.ai/entry/alphaproof-nature-2025-11-12#releve-1},
  urldate      = {2026-10-11}
}

Dated link opens this snapshot in the history

https://discoveria.ai/entry/alphaproof-nature-2025-11-12#releve-1

To understand ≈ 20 s reading time, estimated

What it changes

Lean is a language in which a machine checks every proof. If the result holds, a system could produce olympiad-level proofs that can be checked mechanically, not just plausible answers.

What remains unclear

The silver level at IMO 2024 comes from an official evaluation reported by the press, seen only in an excerpt. No third-party verifier is named and no reproduction is listed.

In the glossary : Reasoning, Reinforcement learning, Scientific journal

For experts

Sources, method, key facts, status history, report an error

Status

Peer reviewed

Recorded on · nature.com

Step 3 of 4 on the scale: peer reviewed. Next step: formally verified.

  1. Announced
  2. Recordedpeer reviewed
What this status means

Source reading : Source read word for word (level 3 of 3)

Published in a journal or reviewed by named experts.

Full history

Proofs
article Nature, Lean

Sources

Method

DiscoverIA status: peer reviewed (published in a journal or reviewed by named experts). Set on October 11, 2026 from nature.com (page read, quotation checked word for word: “Olympiad-level formal mathematical reasoning with reinforcement learning”).

Limits

The claimant supplies a Lean proof; DiscoverIA has found no independent verification of it.

Key facts

Claimed by
Google DeepMind
announced on Nov 12, 2025
Nature
competition
Field
Mathematics (formal proof (Lean))
Checked by
official IMO 2024 marking (via the press, seen in a search-engine snippet)
Sources
1 : 1 read word for word
This entry
AI draft, not reviewed

Status history

Only one observation so far.

  1. 01

    First observation:Peer reviewedCurrent status

    Source: nature.comread word for word

An observation is added; none is ever erased.

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