2025
DiffLM: Controllable Synthetic Data Generation via Diffusion Language Models
ACL 2025finding
Recent advancements in large language models (LLMs) have significantly enhanced their knowledge and generative capabilities, leading to a surge of interest in leveraging LLMs for high-quality data synthesis. However, synthetic data generation via prompting LLMs remains challenging due to LLMs’ limit…