LLM Post-Training: From Full Fine-Tuning to PEFT, Adapters, and Soft Prompts

Large Language Models (LLMs) arrive with immense foundational knowledge acquired during pre-training. However, deploying them to specialized real-world domains—such as legal document parsing, medical