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ProofBench

Saturated

Automated theorem proving benchmark

Publisher
Vals AI
Domain
Mathematics
Published
Jun 2026
Official leaderboard
vals.ai/benchmarks/proof_bench

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Attribution

Leaderboard scores
Vals AI
Attribution policy →

Top score 100.0% by Claude Fable 5.1 - 77 models reporting (37 frontier)

Score history

76
0%25%50%75%100%Aug 25Nov 25Feb 26May 26Aug 26GPT-5Claude Sonnet 4.5Gemini 3 Pro PreviewClaude Opus 4.6Claude Opus 4.8Claude Opus 5Claude Fable 5.1

Top models

77
ProofBenchBar chart with 21 bars. Highest value: Claude Opus 5.5 at 100.
21 models

Where it's ranked

1

FAQ

What is ProofBench?
Automated theorem proving benchmark
What is the current top score on ProofBench?
The top reported score is 100.0% by Claude Fable 5.1, across 77 models reporting (37 from frontier labs).