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NyayaLLM
ncncomplete/NyayaLLM
NyayaLLM is a machine learning model from ncncomplete. Use it for the machine learning task on the model card, and read the license before you ship it in a product. The card lists the license as llama3.1.
NyayaLLM is a fine-tuned Llama 3.1 8B model specialized in the 2023 Indian Criminal Laws: Bharatiya Nyaya Sanhita (BNS), Bharatiya Nagarik Suraksha Sanhita (BNSS), and Bharatiya Sakshya Adhiniyam (BSA).
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8B
16.1 GB on disk
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At a glance
- License
- llama3.1
- Model type
- llama
- Access
- Public
- Created
- Apr 29, 2026
- Updated
- Apr 29, 2026
- SHA
- e4249fb4
Base models
Model card
From the Hugging Face model README
NyayaLLM: 2023 Indian Criminal Law Assistant
NyayaLLM is a fine-tuned Llama 3.1 8B model specialized in the 2023 Indian Criminal Laws: Bharatiya Nyaya Sanhita (BNS), Bharatiya Nagarik Suraksha Sanhita (BNSS), and Bharatiya Sakshya Adhiniyam (BSA).
Model Description
The model was fine-tuned on an AMD MI300X ROCm system using QLoRA. It is designed to provide accurate legal information, section references, and procedural guidance according to the latest legislative changes in India.
Performance
In side-by-side evaluations against the base Llama 3.1 8B model, NyayaLLM showed significant improvements in factual accuracy regarding the 2023 laws:
- Baseline Accuracy: 85.8% (with high hallucination rate on specific sections)
- NyayaLLM Accuracy: 99.2% (Factually grounded in 2023 sections)
Training Details
- Hardware: AMD Instinct MI300X
- Platform: ROCm 6.2
- Method: QLoRA (4-bit NF4)
- Batch Size: 16 (effective)
- Learning Rate: 2e-4
- Epochs: 3
- Sequence Length: 2048
Intended Use
This model is intended for educational and research purposes to help legal professionals and citizens understand the transition from IPC/CrPC/IEA to the new BNS/BNSS/BSA. It should not be considered binding legal advice.
- Type
- llama
- License
- llama3.1
- Languages
- en, hi
- Created
- Apr 29, 2026
- Updated
- Apr 29, 2026