Yes, synthetic data generation can significantly aid clinical text mining for large language models (LLMs). By creating diverse, realistic medical text data, it helps train LLMs more effectively. This approach enhances the models' ability to understand and analyze clinical information, leading to improved insights and decision-making in healthcare.