Evaluating Adjective-Noun Compositionality in LLMs: Functional vs Representational Perspectives

A research study reveals that large language models develop strong internal compositional representations for adjective-noun combinations, but struggle to consistently translate these representations into successful task performance. The findings highlight a significant gap between what LLMs understand internally and their functional capabilities.