VeriContest - CodeGen (Specification): leaderboard

Metric: Code generation pass@1 (%) from the ground-truth Verus specification alone (spec2code): share of problems whose generated Rust code passes the test suites, 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 January 2027. 10 models tracked.

Top models

#ModelScore
1Claude Sonnet 4.674.31
2Gemini 3.1 Pro (Preview)68.18
3Claude Opus 4.767.76
4GPT-5.567.65
5DeepSeek V4 Pro62.68
6DeepSeek V4 Flash59.51
7GPT-5.4 Mini51.59
8Qwen 3.6 27B41.44
9Gemini 3 Flash (Preview)31.92
10GLM-4.7 Flash17.65

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