Unraveling the cognitive patterns of Large Language Models through module communities
A network-based framework that links cognitive skills, LLM architectures, and datasets, ushering in a paradigm shift in foundation model analysis and suggests that effective fine-tuning strategies should leverage distributed learning dynamics rather than rigid modular interventions.