Federated Fine-Tuning of LLMs: Framework Comparison and Research Directions

Na Yan, Yang Su, Yansha Deng +1

Federated learning (FL) provides a privacy-preserving solution for fine-tuning pre-trained large language models (LLMs) using distributed private datasets, enabling task-specific a…