Omni-I2C (Python) - Functional Coverage: leaderboard
Metric: Functional coverage S_func (0-100): share of the reference's pre-extracted, human-verified functional blocks present in the generated code, checked by a Claude Sonnet 4.5 parser against a fixed checklist, on the 357 Python items; greedy decoding; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 13 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | GPT-5.1 | 63.3 | #131 |
| 2 | Gemini 3 Pro | 62.6 | #77 |
| 3 | Claude Sonnet 4.5 | 62.5 | #138 |
| 4 | Qwen 3 VL 235B A22B Instruct | 57.1 | #264 |
| 5 | Qwen 3 VL 32B Instruct | 53.1 | #276 |
| 6 | Qwen 2.5 VL 72B Instruct | 49.4 | #364 |
| 7 | Qwen 3 VL 8B Instruct | 46.7 | #401 |
| 8 | Gemma 3 27B (IT) | 40.9 | #509 |
| 9 | Qwen 2.5 VL 7B Instruct | 34.7 | #643 |
No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.
Interactive version: theaggregate.ai/benchmark?slug=omni-i2c-python-functional-coverage · How It Works · Data refreshed daily, snapshot 2026-10-11.