LawGPT is a specialized Chinese legal dialogue model built by fine-tuning ChatGLM-6B with LoRA 16-bit instruction tuning. It uses self-Instruct constructed datasets based on real legal articles and case examples to improve general LLM performance in the legal domain. The system incorporates a retrieval component and text embedding model to ground responses in authoritative legal sources, providing legal article citations with answers.