Phi-3.5-mini-instruct is a lightweight, multilingual advanced text generation model developed by Microsoft based on high-quality data. It focuses on delivering high-quality, reasoning-intensive data, supports a context length of 128K tokens, and has undergone rigorous enhancement processes, including supervised fine-tuning, proximal policy optimization, and direct preference optimization to ensure accurate instruction following and robust safety measures.