Draft, Sketch, and Prove uses informal proofs to guide formal proof search

Language models produce a high-level formal sketch whose subgoals are then discharged by an automated prover.

What happened?

DSP mapped informal proofs into formal sketches and raised automated proving performance from 20.9% to 39.3% on a competition-problem collection.

Why it matters

The architecture anticipated later systems that alternate natural-language decomposition with verifier-backed formal proof.

Significance rationale: DSP made informal reasoning an explicit intermediate representation between language models and formal theorem provers.

Historical context

Primary evidence

Evidence & status at a glance

Significance
H2 · Field milestone
Verification
Paper released
Evidence level
E3 · Inspectable artifact
AI role
AI primary, human verified
Formal assurance
Machine-checked

How should these labels be read? →

Contribution & verification

Mathematical novelty
Tooling only
Interface
Informal, Formal, Hybrid
AI contribution
Language models draft and sketch proof structure; formal provers verify and complete subproblems.
Human contribution
Researchers designed the three-stage workflow and constructed evaluation problems and prompting procedures.
Verification
Paper released · E3 · Inspectable artifact · Machine-checked
Last reviewed
2026-09-11

Technical details

Systems
draft-sketch-prove
Organizations
meta-ai, university-of-cambridge
Problems
competition-mathematics
Methods
autoformalization, proof-sketch, language-model

Sources & artifacts

Verification history

  • 2022-10-21 · Paper released · E2 · Research record

    The Chronicle records this event from the cited primary or official source; the status does not imply independent Chronicle verification.

  • 2026-09-11 · Paper released · E3 · Inspectable artifact

    This corpus refresh added a directly inspectable public artifact maintained by the authors or releasing organization. E3 records artifact-level inspectability and does not imply independent verification of the underlying scientific or mathematical claim.

Corrections

No corrections recorded.