ORPO Fine-tuning Using ORPO to Improve LLM Fine-tuning with MonsterAPI ORPO is an innovative algorithm that simplifies the LLM fine-tuning process by directly integrating preference alignment into a single-step supervised fine-tuning. Here's how you can fine-tune LLMs with ORPO using MonsterAPI.