UniKIE-Bench (Constrained-Category) - Commercial: leaderboard
Metric: Field-level F1 (%) on the 620 commercial documents of UniKIE-Bench's constrained-category track (real documents, scenario-predefined schemas); schema-guided key information extraction from a document image in one pass; field-level F1, a field correct only when its value matches the annotation exactly; one prompt for all models, temperature 0; higher is better. Source: arxiv.org. Saturation forecast: Around February 2028. 15 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemini 3 Pro (Preview) | 53.87 | #64 |
| 2 | Qwen 3 VL 8B Instruct | 51.14 | #401 |
| 3 | GPT-4o | 49.67 | #333 |
| 4 | GLM-4.1V-9B (Thinking) | 46.67 | #457 (GLM-4.1V-9B) |
| 5 | GPT-5 | 45.94 | #91 |
| 6 | Claude Sonnet 4.5 | 45.92 | #138 |
| 7 | Gemma 3 12B (IT) | 30.68 | #655 |
| 8 | Ministral-3-8B-Instruct-2512 | 26.24 | #644 |
No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.
Interactive version: theaggregate.ai/benchmark?slug=unikie-bench-constrained-category-commercial · How It Works · Data refreshed daily, snapshot 2026-10-11.