Hengran Zhang

A Comparative Study of Specialized LLMs as Dense Retrievers

2025 · arXiv (Cornell University)

While large language models (LLMs) are increasingly deployed as dense retrievers, the impact of their domain-specific specialization on retrieval effectiveness remains underexplored. This investigation systematically examines how task-specific adaptations in LLMs influence their retrieval capabilities, …