README.md

<<<<<<< HEAD # Risk-clause-classifiers

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license: mit

17efa33e6a905f74adced154117a7489f1672bab

Risk Clause Classifier

A lightweight AI system for classifying legal contract clauses into:

• Clause Category (10 classes)
• Risk Level (Low / Medium / High)

This project is designed for low-resource environments and CPU-based execution.

🔍 Project Overview

The system uses a distilled domain-specific language model to generate clause embeddings and applies lightweight classifiers for:

• Category Prediction
• Risk Assessment

The goal is to build an efficient, scalable, and hackathon-ready legal clause analysis tool.

🏗 Architecture

Clause Text
→ Transformer Embeddings
→ Category Classifier
→ Risk Level Classifier

⚙ Tech Stack

• Python
• Transformers
• Hugging Face Hub
• Scikit-learn
• FastAPI
• Git & GitHub

📂 Repository Structure

• /src – Training & inference scripts
• /models – Saved classifier models
• /app.py – API server
• requirements.txt – Dependencies

🚀 Deployment

The model files are hosted on Hugging Face.
Codebase is maintained on GitHub for team collaboration.

👥 Team Collaboration

• GitHub → Code management
• Hugging Face → Model storage
• Multi-device sync enabled via Git remotes

📌 Hackathon Focus

• CPU-friendly design
• Lightweight inference
• Structured JSON output
• Legal domain specialization

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Built for efficient legal risk clause analysis.