MODEL PROFILE

BgGPT-Gemma-3-27B-IT-GGUF

INSAIT-Institute · BgGPT-Gemma-3-27B-IT-GGUF

GGUF quantized versions of BgGPT-Gemma-3-27B-IT for use with llama.cpp, Ollama, LM Studio, and other GGUF-compatible tools. BgGPT 3.0 is a series of Bulgarian-adapted LLMs based on Gemma 3, developed by INSAIT. 1. **Vision-language understanding** — The models understand both text and images within the same context. 2. **Instruction-following** — Trained on a broader range of tasks, multi-turn conversations, complex instructions, and system prompts. 3. **Longer context** — Effective context of 131k tokens for longer conversations and complex instructions. 4. **Updated knowledge cut-off** — Pretraining data up to May 2025, instruction fine-tuning up to October 2025. Search for `BgGPT-Gemma-3-27B-IT-GGUF` in the model browser, or download a GGUF file manually and load it.

Visual QAlicense:gemma
Context windowNot disclosed
Input → OutputText、Image → Text
Model weightsNot verified
Profile updated2026/10/30 15:44:16
OVERVIEW

Model overview

GGUF quantized versions of BgGPT-Gemma-3-27B-IT for use with llama.cpp, Ollama, LM Studio, and other GGUF-compatible tools. BgGPT 3.0 is a series of Bulgarian-adapted LLMs based on Gemma 3, developed by INSAIT. 1. **Vision-language understanding** — The models understand both text and images within the same context. 2. **Instruction-following** — Trained on a broader range of tasks, multi-turn conversations, complex instructions, and system prompts. 3. **Longer context** — Effective context of 131k tokens for longer conversations and complex instructions. 4. **Updated knowledge cut-off** — Pretraining data up to May 2025, instruction fine-tuning up to October 2025. Search for `BgGPT-Gemma-3-27B-IT-GGUF` in the model browser, or download a GGUF file manually and load it.

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.

PRICING & COST

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 / channelInputOutputBilling unitCollected 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.

INDEPENDENT BENCHMARKS

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。