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Jan 9, 2025 · Artificial Intelligence

Unlocking Efficient Large Model Fine‑Tuning: LoRA, LoRA+, rsLoRA, DoRA & PiSSA Explained

This article introduces the fundamentals of large‑model fine‑tuning, compares popular parameter‑efficient methods such as LoRA and its variants, presents experimental results on the Qwen2.5‑7B model, and discusses current challenges and future research directions.