MathlibLemma - Abstract: leaderboard

Metric: Success@2 (%): share of the 1,080 non-trivial Abstract-domain (category theory, algebraic topology, differential geometry) MathlibLemma Lean 4 lemma statements (folklore lemmas generated from Mathlib seed files, type-checked, aesop-trivial ones removed) that the model proves closed-book, accepted only if Lean checks the proof and it passes the proof-bypass screen, within one attempt plus up to two compiler-feedback repair rounds; higher is better. Source: arxiv.org. Saturation forecast: Around 2028. 7 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.1 (Low)18.61#131 (GPT-5.1)
2GPT-5.1 (Non-reasoning)14.17#131 (GPT-5.1)
3DeepSeek R1 Distill Qwen 32B3.8#640
4Qwen 3 235B A22B 2507 (Thinking)3.15#253 (Qwen 3 235B A22B 2507)
5DeepSeek R1 Distill Llama 70B2.87#582

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.

Interactive version: theaggregate.ai/benchmark?slug=mathliblemma-abstract · How It Works · Data refreshed daily, snapshot 2026-10-11.