RaCT: Ranking-aware Chain-of-Thought Optimization for LLMs Paper • 2412.14405 • Published Dec 18, 2024
Rank-R1: Enhancing Reasoning in LLM-based Document Rerankers via Reinforcement Learning Paper • 2503.06034 • Published Mar 8 • 1
Don't "Overthink" Passage Reranking: Is Reasoning Truly Necessary? Paper • 2505.16886 • Published May 22 • 6
ERank: Fusing Supervised Fine-Tuning and Reinforcement Learning for Effective and Efficient Text Reranking Paper • 2509.00520 • Published Aug 30
RankCoT: Refining Knowledge for Retrieval-Augmented Generation through Ranking Chain-of-Thoughts Paper • 2502.17888 • Published Feb 25
REARANK: Reasoning Re-ranking Agent via Reinforcement Learning Paper • 2505.20046 • Published May 26 • 18
ReasonRank: Empowering Passage Ranking with Strong Reasoning Ability Paper • 2508.07050 • Published Aug 9 • 116