Instructions to use nupursaraswat/NupurSaraswat-LegalBrain-Indic-Legal with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use nupursaraswat/NupurSaraswat-LegalBrain-Indic-Legal with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="nupursaraswat/NupurSaraswat-LegalBrain-Indic-Legal")

# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("nupursaraswat/NupurSaraswat-LegalBrain-Indic-Legal", device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use nupursaraswat/NupurSaraswat-LegalBrain-Indic-Legal with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "nupursaraswat/NupurSaraswat-LegalBrain-Indic-Legal"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "nupursaraswat/NupurSaraswat-LegalBrain-Indic-Legal",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/nupursaraswat/NupurSaraswat-LegalBrain-Indic-Legal

SGLang

How to use nupursaraswat/NupurSaraswat-LegalBrain-Indic-Legal with SGLang:

Install from pip and serve model

# Install SGLang from pip:
pip install sglang
# Start the SGLang server:
python3 -m sglang.launch_server \
    --model-path "nupursaraswat/NupurSaraswat-LegalBrain-Indic-Legal" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "nupursaraswat/NupurSaraswat-LegalBrain-Indic-Legal",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker images

docker run --gpus all \
    --shm-size 32g \
    -p 30000:30000 \
    -v ~/.cache/huggingface:/root/.cache/huggingface \
    --env "HF_TOKEN=<secret>" \
    --ipc=host \
    lmsysorg/sglang:latest \
    python3 -m sglang.launch_server \
        --model-path "nupursaraswat/NupurSaraswat-LegalBrain-Indic-Legal" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "nupursaraswat/NupurSaraswat-LegalBrain-Indic-Legal",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use nupursaraswat/NupurSaraswat-LegalBrain-Indic-Legal with Docker Model Runner:
```
docker model run hf.co/nupursaraswat/NupurSaraswat-LegalBrain-Indic-Legal
```

⚖️ LegalBrain Indic Legal

A specialized Large Language Model for Indian Legal Question Answering, Legal Reasoning, and Legal Assistance.

Overview

LegalBrain Indic Legal is an instruction-tuned Large Language Model designed to assist with Indian legal information and reasoning.

The model has been trained using Adaption AutoScientist on a remastered version of the Indian Legal Supervised Fine-Tuning Dataset, resulting in improved instruction quality and stronger legal-domain performance.

This model is intended for educational, research, and legal AI development purposes.

Highlights

🇮🇳 Indian Legal AI
⚖️ Constitutional Law
📚 Bharatiya Nyaya Sanhita (BNS)
📘 Bharatiya Nagarik Suraksha Sanhita (BNSS)
📖 Bharatiya Sakshya Adhiniyam (BSA)
🏛️ Indian Contract Act
📑 Legal Question Answering
🤖 Instruction Tuned
🔍 Legal Reasoning
📄 Retrieval-Augmented Generation (RAG) Ready

Training Details

Training Framework

Platform: Adaption AutoScientist
Training Type: Supervised Fine-Tuning (SFT)
Domain: Indian Legal AI

Dataset

Original Dataset

https://huggingface.co/datasets/nupursaraswat/adaption-legalbrain-indic-legal

Adapted using

Prompt Rephrase
Prompt Deduplication
Prompt Metadata Injection
Hallucination Mitigation
House Special Adaptive Recipes

Dataset Statistics

Property	Value
Samples	18,000+
Language	English
Domain	Indian Legal
Dataset Type	Instruction Tuning

Model Capabilities

The model can assist with:

Constitutional Law
Criminal Law
Contract Law
Corporate Law
Legal Definitions
Case Law Discussion
Legal Question Answering
Legal Summarization
Legal Research Assistance
Legal Education

Example

Prompt

Explain Article 21 of the Constitution of India.

Response

Article 21 guarantees that no person shall be deprived of life or personal liberty except according to procedure established by law. The Supreme Court has interpreted this provision expansively to include rights such as dignity, privacy, livelihood, education, and a clean environment through landmark judgments including Maneka Gandhi v. Union of India and Justice K.S. Puttaswamy v. Union of India.

Evaluation

The adapted training pipeline achieved:

✅ 78% Relative Quality Improvement
✅ Quality Grade Improved from C → B
✅ Significant increase in Legal Win Rate
✅ Reduced prompt duplication
✅ Improved instruction consistency

Intended Uses

This model is suitable for:

Legal Chatbots
Legal Research
Educational Applications
Legal Q&A Systems
Retrieval-Augmented Generation (RAG)
Academic Research
AI Prototyping
Hackathons

Limitations

This model does not replace a qualified legal professional.

Responses should not be treated as formal legal advice.

Always verify legal information against:

Official legislation
Government notifications
Current judicial precedents

Citation

@model{legalbrain_indic_legal_2026,
  title={LegalBrain Indic Legal},
  author={Nupur Saraswat},
  year={2026},
  publisher={Hugging Face},
  note={Instruction-tuned using Adaption AutoScientist on an adapted version of the Indian Legal Supervised Fine-Tuning Dataset.}
}

Acknowledgements

Special thanks to:

Adaption AI for the AutoScientist training pipeline.
The open-source AI and legal research community.

Author

Nupur Saraswat

AI/ML Enthusiast • Legal AI Research • Large Language Models

Downloads last month: -; Downloads are not tracked for this model. How to track

nupursaraswat
/

NupurSaraswat-LegalBrain-Indic-Legal