CLoQ: Enhancing Fine-Tuning of Quantized LLMs via Calibrated LoRA Initialization

no code implementations • 30 Jan 2025 • Yanxia Deng, Aozhong zhang, Naigang Wang, Selcuk Gurses, Zi Yang, Penghang Yin

Fine-tuning large language models (LLMs) using low-rank adaptation (LoRA) has become a highly efficient approach for downstream tasks, particularly in scenarios with limited computational resources.

Arithmetic Reasoning Text Generation