VeriContest - ProofGen: leaderboard

Metric: Proof generation pass@1 (%): share of problems for which the model, given the ground-truth specification and code (spec_code2proof), writes Verus proofs that verify without modifying the specification or code, on the 946 VeriContest competitive-programming problems (690 LeetCode, 256 Codeforces) in Rust with Verus, one-shot prompting with a Verus-Bench example, temperature 0 where the API exposes it (provider default for GPT-5.5 and Claude Opus 4.7); higher is better. Source: arxiv.org. Saturation forecast: Around 2029. 10 models tracked.

Top models

#ModelScore
1GPT-5.513.95
2Gemini 3.1 Pro (Preview)13.53
3Claude Sonnet 4.613.21
4Claude Opus 4.712.68
5GPT-5.4 Mini7.08
6Gemini 3 Flash (Preview)6.34
7DeepSeek V4 Pro5.6
8GLM-4.7 Flash5.5
9DeepSeek V4 Flash4.86
10Qwen 3.6 27B4.86

Interactive version: theaggregate.ai/benchmark?slug=vericontest-proofgen · How It Works · Data refreshed daily, snapshot 2026-10-07.