ELTEX (Efficient LLM Token Extraction) addresses the challenge of domain specialization in large language models by systematically extracting and integrating domain indicators throughout synthetic data generation.

• Creates high-quality, domain-specific training data by explicitly leveraging domain signals
• Demonstrated effectiveness in cybersecurity applications, achieving performance competitive with larger models
• Maintains specialized knowledge integrity better than implicit knowledge transfer approaches
• Provides a scalable framework for creating domain-specialized AI systems

For security professionals, ELTEX offers a pathway to develop more focused, effective AI tools for threat detection and classification without requiring massive datasets or computational resources.

ELTEX: A Framework for Domain-Driven Synthetic Data Generation