Model overview
Colibri is a compact **Brazilian-Portuguese text-embedding model** derived from `google/embeddinggemma-300m`. Despite being **half the size**, it **matches or beats much larger multilingual embedders on MTEB-BR** — including 7B and 27B models — and is **designed small on purpose so it runs comfortably on a simple CPU VPS**, with no GPU required. **Use cases:** Portuguese semantic search, retrieval-augmented generation (**RAG**), retrieval, reranking, clustering, semantic textual similarity (STS) and classification — for Brazilian-Portuguese text across legal, tax, financial, medical, academic and general domains. Evaluated on **MTEB-BR** (22 native Brazilian-Portuguese tasks: retrieval, reranking, STS, classification, clustering, pair-classification). Score = mean over the 22 tasks.
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：gemma。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。