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LLaMA-Factory is an open-source project offering a unified and efficient framework for fine-tuning over 100 large language models (LLMs) and vision-language models (VLMs). Recognized at ACL 2024, it provides a comprehensive suite of tools and algorithms for various training approaches. This repository simplifies the complex process of adapting powerful models for specific tasks with ease and scalability.