Are LLM-Based Retrievers Worth Their Cost? An Empirical Study of Efficiency, Robustness, and Reasoning Overhead. - Abdelrahman Abdallah; Jamie Holdcroft; Mohammed Ali; Adam Jatowt (CoRR, 2026)