Inheritune: An Effective AI Training Approach for Developing Smaller and High-Performing Language Models

LLMs leverage the transformer architecture, particularly the self-attention mechanism, for high performance in natural language processing tasks. However, as these models increase in depth, many deeper layers exhibit “attention degeneration,” where the attention matrices collapse into rank-1, focusing on a single column. These “lazy layers” become redundant as they fail to learn meaningful representations. This […]

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