Omni-I2C - Parametric Accuracy: leaderboard

Metric: Parametric accuracy S_para (0-100): share of the reference's fine-grained parameters (values, ranges, styles) reproduced in the generated code, checked by a Claude Sonnet 4.5 parser against a fixed checklist, on the 980 HTML, LaTeX, Python and SVG items; greedy decoding; higher is better. Source: arxiv.org. Saturation forecast: Around July 2028. 13 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3 Pro41.4#77
2GPT-5.140.9#131
3Claude Sonnet 4.540.8#138
4Qwen 3 VL 235B A22B Instruct39.9#264
5Qwen 3 VL 32B Instruct37.9#276
6Qwen 2.5 VL 72B Instruct34.2#364
7Qwen 3 VL 8B Instruct33.6#401
8Gemma 3 27B (IT)26.5#509
9Qwen 2.5 VL 7B Instruct25.9#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-parametric-accuracy · How It Works · Data refreshed daily, snapshot 2026-10-11.