Model overview
SauerkrautLM-ColQwen3-2b-v0.1 achieves **90.24 NDCG@5** on ViDoRe v1, making it the **#1 in the Medium (1-3B) category** among 128-dim models - a significant **+1.01 improvement** over the baseline ColQwen2-v1.0. Traditional OCR-based retrieval **loses layout, tables, and visual context**. Our visual approach: - ✅ **No OCR errors** - Direct visual understanding - ✅ **Layout-aware** - Understands tables, forms, charts - ✅ **End-to-end** - Single model, no pipeline complexity **ViDoRe v1 Tasks:** | Task | Score | |------|-------| | ArxivQA | 91.24 | | DocVQA | 65.06 | | InfoVQA | 93.14 | | ShiftProject | 88.74 | | SyntheticDocQA-AI | 99.63 | | SyntheticDocQA-Energy | 96.91 | | SyntheticDocQA-Gov | 96.08 | | SyntheticDocQA-Health | 99.26 | | TabFQuAD | 90.32 | | TATDQA | 82.06 |
Key features
特点摘要待依据来源补齐，不凭模型名称推断能力。
Limitations & considerations
Sources are insufficient to establish specific limitations. Verify task performance, latency, data policies, licensing and version lifecycle.
Source prices & cost analysis
Prices vary by channel, region and configuration. Channel quotes are listed independently and are not treated as a single official provider price.
| Source / channel | Input | Output | Billing unit | Collected at |
|---|---|---|---|---|
| No verified prices yet. Check the source channel. | ||||
Estimate monthly base token costs
Estimates exclude cache discounts, tiered pricing, multimodal surcharges, web search, taxes and additional reasoning output.
Public benchmarks & run configuration
暂无已采集的可核验公开评分。模型未上榜不代表能力较低。
View full indexed rankings →Frequently asked questions
Do open weights permit free commercial use?
Not necessarily. Check the version license, commercial conditions and usage policies. Self-hosting incurs compute and maintenance costs.
Are these real-time billing prices?
These are timestamped source snapshots, not live billing prices. Check the channel for current versions, regions, discounts and billing methods.
Sources & traceability
许可证：apache-2.0。模型介绍与第三方评测均以原来源的具体版本和方法为准。