This repository contains open-source AI models, tools, and resources for international criminal justice, human rights investigation, and legal technology applications. All models and tools are freely available for use by researchers, legal professionals, and human rights organizations.
/modelsMachine learning models for various legal and investigative tasks:
/toolsPractical tools and utilities:
/resourcesAdditional resources and datasets:
/documentationTechnical documentation:
git clone https://github.com/LemkinAI/lemkin-resources.git
cd lemkin-resources
pip install -r requirements.txt
Each model and tool includes its own README with specific usage instructions. General pattern:
from models import DocumentAnalyzer
analyzer = DocumentAnalyzer()
results = analyzer.process(document_path)
| Model Name | Purpose | Status | Documentation | |————|———|——–|—————| | Document Classifier | Categorize legal documents | 🟢 Available | Docs | | Entity Extractor | Extract named entities | 🟢 Available | Docs | | Event Detector | Identify incidents and events | 🟡 Beta | Docs | | Sentiment Analyzer | Analyze testimonial sentiment | 🟢 Available | Docs | | Translation Model | Multi-language support | 🔴 Coming Soon | - |
| Tool Name | Function | Status | Documentation | |———–|———-|——–|—————| | Evidence Validator | Verify digital evidence integrity | 🟢 Available | Docs | | Timeline Generator | Create event chronologies | 🟢 Available | Docs | | OCR Processor | Extract text from images | 🟢 Available | Docs | | Network Analyzer | Map entity relationships | 🟡 Beta | Docs | | Report Generator | Automated report creation | 🟢 Available | Docs |
| Model | Accuracy | F1 Score | Inference Time | Model Size |
|---|---|---|---|---|
| Document Classifier | 94.2% | 0.93 | 120ms | 450MB |
| Entity Extractor | 91.8% | 0.90 | 85ms | 380MB |
| Event Detector | 87.5% | 0.86 | 200ms | 520MB |
| Sentiment Analyzer | 89.3% | 0.88 | 95ms | 320MB |
We welcome contributions from the community! Please see our Contributing Guide for details on:
git checkout -b feature/new-model)git commit -m 'Add new model')git push origin feature/new-model)These tools are designed to support justice and human rights work. Users must:
This project is licensed under the MIT License - see the LICENSE file for details.
If you use these models in your research, please cite:
@software{lemkin_ai_2024,
title={Lemkin AI: Open Source Models for International Justice},
author={Lemkin AI Contributors},
year={2024},
url={https://github.com/LemkinAI/lemkin-resources}
}
Special thanks to all contributors and organizations supporting international justice and human rights through technology.
Lemkin AI - Technology for Justice