.general_plan.txt

[Reference: See .index.txt for complete file listing]

CLAUSEREC Implementation General Plan
===================================

1. Project Structure
-------------------
src/
├── data/
│   └── ledgar_dataset.py
├── models/
│   ├── contract_bert.py
│   ├── clause_classifier.py
│   └── clause_generator.py
├── recommenders/
│   ├── cf_recommender.py
│   └── doc_sim_recommender.py
└── utils/
    ├── preprocessing.py
    └── evaluation.py

2. Implementation Phases
-----------------------
Phase 1: Data Processing
- Implement LEDGAR dataset handling
- Preprocess contract clauses
- Create train/validation splits

Phase 2: Model Development
- Fine-tune ContractBERT
- Implement clause classifier
- Develop clause generator

Phase 3: Recommender Systems
- Implement collaborative filtering
- Implement document similarity
- Combine recommendations

Phase 4: Integration & Testing
- API development
- System integration
- Performance evaluation

3. Dependencies
--------------
- PyTorch
- Transformers
- FAISS
- SQLAlchemy
- FastAPI

4. Key Considerations
--------------------
- Scalability for large contract databases
- Real-time recommendation capabilities
- Security and privacy measures
- Model evaluation metrics