Monitoring And Maintenance

The project team will implement robust monitoring and maintenance processes to ensure the ongoing reliability and performance of the deployed system. This will include:

• Continuous monitoring of summary quality and user feedback
• Periodic retraining and fine-tuning of the language model
• Proactive software updates and security patches
• Scalable infrastructure to handle increasing user demand

Challenges and Future Work

• Scalability: Optimize for large-scale legal databases
• Fine-tuning: Improve balance between vector and graph components
• Explainability: Enhance reasoning capabilities
• Expansion: Adapt to broader range of legal domains