| --- |
| pipeline_tag: sentence-similarity |
| language: |
| - ko |
| - en |
| - de |
| - es |
| - fr |
| - ja |
| - zh |
| - it |
| - nl |
| - pl |
| - pt |
| - ru |
| - ar |
| - bg |
| - el |
| - hi |
| - sw |
| - th |
| - tr |
| - vi |
| tags: |
| - baar4 |
| - 49m |
| - sentence-similarity |
| - feature-extraction |
| - embeddings |
| - multilingual |
| - ultra-lightweight |
| - edge-ai |
| - rag |
| license: other |
| license_name: non-commercial-only |
| license_link: LICENSE |
| --- |
| |
| <p align="center"> |
| <a href="https://baar.uk/model/"> |
| <img src="https://cdn.jsdelivr.net/npm/minicon1@latest/logo/baar.png" alt="BAAR Logo" width="180"> |
| </a> |
| </p> |
| |
| <h1 align="center">BAAR4-Embed-49M</h1> |
|
|
| <p align="center"> |
| π <b>Official Website:</b> <a href="https://baar.uk/model/">https://baar.uk/model/</a><br> |
| π¦ <b>Hugging Face Hub:</b> <code>aixk/BAAR4-embed-49M</code><br> |
| π <b>License:</b> Non-Commercial Only (Contact for Commercial Pricing) |
| </p> |
|
|
| --- |
|
|
| ## π Model Overview |
|
|
| **BAAR4-Embed-49M** is a compact multilingual text embedding model designed for edge environments and real-time semantic retrieval. With a **49 million (49M) parameter** footprint, it produces dense, normalized vectors across **20 major world languages**. It is optimized for on-device semantic search, low-latency retrieval, and lightweight Retrieval-Augmented Generation (RAG) pipelines. |
|
|
| **BAAR4-Embed-49M**μ μ νλ νλμ¨μ΄ 리μμ€ νκ²½μμλ μ¦κ°μ μΈ μλ§¨ν± κ²μκ³Ό μ λ°ν λ²‘ν° μΆμΆμ΄ κ°λ₯νλλ‘ μ€κ³λ 4,900λ§(49M) νλΌλ―Έν° κ·λͺ¨μ κ²½λ λ€κ΅μ΄ ν
μ€νΈ μλ² λ© λͺ¨λΈμ
λλ€. **νκ΅μ΄, μμ΄λ₯Ό λΉλ‘―ν μ μΈκ³ 20κ° μ£Όμ μΈμ΄**λ₯Ό μμ μ μΌλ‘ μ²λ¦¬νλ©°, λͺ¨λ°μΌ κΈ°κΈ°, μλ² λλ μ£μ§ 보λ, μ μ¬μ μλ² νκ²½μμμ μ€μκ° RAG λ° μλ―Έ κΈ°λ° κ²μ μμ€ν
ꡬμΆμ μ΅μ νλμ΄ μμ΅λλ€. |
|
|
| --- |
|
|
| ## π License & Commercial Terms (λΌμ΄μ μ€ λ° μμ
μ μ΄μ© μλ΄) |
|
|
| - **Non-Commercial Use Only (λΉμμ
μ μ°κ΅¬Β·κ°μΈ μ΄μ© νμ )**: |
| This model is strictly available for **non-commercial, educational, and research purposes only**. Any form of monetization (direct or indirect) without an explicit commercial license is strictly prohibited. |
| λ³Έ λͺ¨λΈμ **μμ μ°κ΅¬, κ΅μ‘ λ° κ°μΈ λΉμ리 λͺ©μ μ νν΄ λ¬΄λ£λ‘ μ¬μ©**ν μ μμ΅λλ€. μ¬μ νκ° μλ μΌμ²΄μ μμ΅ μ°½μΆ νμ(μ§Β·κ°μ μ μμ
μ μ΄μ©)λ μ격ν κΈμ§λ©λλ€. |
|
|
| - **Monetization & Commercial Licensing Inquiries (μμ΅ μ°½μΆ λ° μμ© λΌμ΄μ μ€ λ¬Έμ)**: |
| If you wish to **monetize, integrate this model into commercial products, provide paid services/APIs, or require enterprise-level support**, you must obtain a separate commercial license. Please reach out via email for licensing terms and enterprise adoption. |
| λ³Έ λͺ¨λΈμ νμ©νμ¬ **μμ΅μ μ°½μΆνκ³ μ νκ±°λ, μμ© μλΉμ€/μ λ£ μ νμ νμ¬, λλ κΈ°μ
μ© λ§μΆ€ μ μ© λ° κΈ°μ μ§μμ΄ νμν κ²½μ°** λ°λμ λ³λμ μμ© λΌμ΄μ μ€λ₯Ό μ·¨λνμ
μΌ ν©λλ€. λμ
λ° λΌμ΄μ μ€ λ°κΈμ μλ μ΄λ©μΌλ‘ λ¬Έμν΄ μ£ΌμκΈ° λ°λλλ€. |
| - **Commercial Inquiries (μμ© λΌμ΄μ μ€ λ¬Έμ)**: [admin@099.kr](mailto:admin@099.kr) |
| - **Official Website (곡μ μΉμ¬μ΄νΈ)**: [https://baar.uk/model/](https://baar.uk/model/) |
|
|
| --- |
|
|
| ## β οΈ Notes (μλ΄ μ¬ν) |
|
|
| - **Pre-trained Model**: This model is a base pre-trained checkpoint. For specific tasks, factual alignment, or structured dialogue, task-specific fine-tuning (SFT) or Retrieval-Augmented Generation (RAG) is recommended. |
| - **κΈ°μ΄ μ¬μ νμ΅ λͺ¨λΈ**: λ³Έ κ°μ€μΉλ μ¬μ νμ΅ λ¨κ³μ λ² μ΄μ€ λͺ¨λΈμ
λλ€. νΉμ λλ©μΈ μμ
, μ¬μ€ κ΄κ³ κ²μ¦ λ° μ κ΅ν λν μμ±μ΄ νμν κ²½μ° νμΈνλ(SFT) λλ κ²μ μ¦κ° μμ±(RAG) νμ΄νλΌμΈκ³Όμ μ°κ³λ₯Ό κΆμ₯ν©λλ€. |
|
|
| --- |
|
|
| ## πΌ Opportunities & Contact (μ±μ© μ μ λ° ν¬μ λ¬Έμ) |
|
|
| This project demonstrates practical competency in custom model architecture design, end-to-end distributed training optimization, and efficient multi-language serving under compute constraints. |
|
|
| I am actively seeking **AI Engineering / Research opportunities, team recruitment offers, and project investment/partnerships**. |
|
|
| - **Official Model Site (λͺ¨λΈ 곡μ μΉμ¬μ΄νΈ)**: [https://baar.uk/model/](https://baar.uk/model/) |
| - **Model Adoption & Licensing (λμ
λ° λΌμ΄μ μ€ λ¬Έμ)**: [admin@099.kr](mailto:admin@099.kr) |
| - **Recruitment & Hiring Inquiries (μ±μ© λ° ν¬μ§μ
μ μ)**: [admin@099.kr](mailto:admin@099.kr) |
| - **Investment & Technical Collaboration (ν¬μ, ννΈλμ λ° κΈ°μ νμ
)**: [admin@099.kr](mailto:admin@099.kr) |
|
|
| *μ νλ νλμ¨μ΄ 리μμ€ νκ²½μμ κ³ ν¨μ¨ λ€κ΅μ΄ λͺ¨λΈ μν€ν
μ²λ₯Ό μ§μ μ€κ³νκ³ νλ ¨ νμ΄νλΌμΈμ μλν¬μλλ‘ κ΅¬μΆν μ μλ AI μμ§λμ΄μ
λλ€. μ μ κΈ°μ μ μλ μμ
(μ±μ©)μ΄λ νλ‘μ νΈ νμ
/ν¬μμ κ΄μ¬μ΄ μμΌμ κΈ°μ
λ° νμ μ°λ½μ κΈ°λ€λ¦½λλ€.* |
