XRepoTest - Julia - Test Pass Rate: leaderboard

XRepoTest (arXiv 2608.25939v1, Appendix Table A.4): repository-level unit-test generation in real open-source Julia projects, standard single-turn setting with greedy decoding, with generated tests executed in containers. Share of all focal functions whose generated test suite executes and passes, percent. Higher is better.

Metric: Passing generated test suites (%; of all focal functions). Source: arxiv.org. Saturation forecast: Around 2029. 14 models tracked.

Top models

#ModelScoreOverall rank
1Claude Sonnet 4.519.88#148
2GPT-5.216.52#115
3Claude Haiku 4.5 (20251001)12.57#264
4DeepSeek V4 Pro11.4#112
5GLM-55.41#149
6Qwen3 Coder Next5.12#331
7Yi-Coder-9B-Chat4.82#1244
8GPT-OSS-120B4.39#346
9MiniMax-M2.74.39#270
10DeepSeek V3.23.95#210
11Llama 3.3 70B Instruct3.07#541
12Kimi K2.52.63#152
13Codestral-22B-v0.12.05#850
14Qwen 3 8B0.88#678

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=xrepotest-julia-test-pass-rate · How It Works · Data refreshed daily, snapshot 2026-11-05.