From Amateur to Master: Infusing Knowledge into LLMs via Automated Curriculum Learning

arXiv — cs.CLFriday, October 31, 2025 at 4:00:00 AM
A recent study introduces ACER, a groundbreaking approach that enhances Large Language Models (LLMs) by transforming them into domain experts in specialized fields like economics and psychology. This method synthesizes a comprehensive curriculum, allowing these models to maintain their general capabilities while gaining deep, principled understanding in specific areas. This innovation is significant as it bridges the gap between generalist AI and specialized knowledge, potentially revolutionizing how we utilize AI in various professional domains.
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