Stop Overthinking: Unlocking Efficient Listwise Reranking with Minimal Reasoning

Danyang Liu, Kan Li

Listwise reranking utilizing Large Language Models (LLMs) has achieved state-of-the-art retrieval effectiveness. Recently, reasoning-enhanced models have further pushed these bound…