RealBench (Holistic) - Level 3: leaderboard

Metric: Test pass rate (%), passed tests over all tests of each task, averaged over the level-3 tasks (20 repositories of about 1,340 lines), with holistic generation (the whole repository in one pass); RealBench repository-level Python code generation from natural-language requirements plus UML package and class diagrams (61 real repositories in four size levels), one greedy solution per task through the official APIs; higher is better. Source: arxiv.org. Saturation forecast: Not forecast. 6 models tracked.

Top models

#ModelScore
1DeepSeek V321
2GPT-4o (2024-05-13)19.48
3Qwen 3 235B A22B18.34
4Qwen 2.5 Coder 7B Instruct16.57
5Claude Sonnet 4 (20250514)16.18
6Gemini 2.5 Flash6.7

Interactive version: theaggregate.ai/benchmark?slug=realbench-holistic-level-3 · How It Works · Data refreshed daily, snapshot 2026-10-07.