5 7 months ago

A Bangladesh law assistant for Bangla and English legal question answering.

ollama run shaqirii13/bdlaws-3.6

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bdlaws-3.6

A Bangladesh-law-only assistant for Bangla and English legal help.

Run

ollama run shaqirii13/bdlaws-3.6

System Requirements

Minimum Requirements

  • CPU: 6-core processor
  • RAM: 8 GB
  • GPU: 2 GB VRAM

For better output quality, faster inference, and a smoother experience, a stronger system is recommended.

Overview

bdlaws-3.6 is an Ollama-ready legal assistant built for Bangladesh law workflows. It is designed to stay focused on Bangladeshi legal questions instead of acting like a general-purpose chatbot.

It is intended to:

  • answer Bangladesh law questions in Bangla and English
  • help with acts, ordinances, orders, and section lookup
  • explain legal text in simpler language
  • refuse off-topic prompts and redirect the user back to Bangladesh law

Best For

  • Bangladesh law related questions
  • Act, section, and year-based lookup
  • Plain-language legal explanation
  • Local legal tools that combine retrieval with generation

Behavior

  • Greeting-friendly: it can introduce itself briefly
  • Bangladesh-law only: it should not behave like a general assistant
  • Off-topic refusal: math, weather, casual chat, and unrelated tasks should be declined
  • Safer usage: best performance comes from retrieval-grounded prompting

Recommended Usage

For the best results, use this model with a retrieval pipeline over Bangladesh law texts so that answers stay grounded in the relevant law, section, or page.

Recommended workflow:

  1. Retrieve the relevant legal text.
  2. Pass the grounded context to the model.
  3. Ask for a concise answer with citations.
  4. Verify important claims against the original legal source.

Example Prompts

  • Evidence Act, 1872 এর ৩ ধারা কী বলে?
  • বাংলাদেশ ব্যাংক অর্ডার, ১৯৭২ সহজ বাংলায় বুঝিয়ে বলো
  • Explain section 54 of the Code of Criminal Procedure in Bangla
  • ১৯৭২ সালের কোন অ্যাক্ট নিয়ে জানতে চাইলে act name আর section mention করা কি দরকার?

Limitations

  • Not a substitute for a lawyer or formal legal advice
  • May produce incomplete answers without retrieval support
  • May reflect OCR or source-text quality issues from the legal corpus
  • Not intended for jurisdictions outside Bangladesh law
  • Broad prompts may require clarification before a useful answer can be given

Safety Note

This model should be treated as an assistive legal research tool, not as an authoritative legal decision-maker. For rights, liability, compliance, litigation, or court-sensitive matters, always verify with the original law text or a qualified legal professional.

Identity

bdlaws-3.6 identifies itself as a Bangladesh law assistant developed by Md Shakil Ahmed, a Bangladeshi AI researcher.

Project

Open-source repository:

https://github.com/ahmedmshakil/bdlaws-3.5.git

License

The repository code is released under the MIT License.
Base model and upstream components remain subject to their original licenses and terms.

Disclaimer

This model is an early-stage system built for educational purposes only. It may produce incomplete or incorrect information and should not be used as legal advice.

The developer is not responsible for any consequences resulting from the use of this model. Always verify information with official sources or a qualified legal professional.