most citedGrounding Long-Context Reasoning with Contextual Normalization for Retrieval-Augmented Generation

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cs.IR2026

Agentic-R: Learning to Retrieve for Agentic Search

Wenhan Liu, Xinyu Ma, Yutao Zhu +4

Agentic search has recently emerged as a powerful paradigm, where an agent interleaves multi-step reasoning with on-demand retrieval to solve complex questions. Despite its success…

cs.IR2025

ReasonRank: Empowering Passage Ranking with Strong Reasoning Ability

Wenhan Liu, Xinyu Ma, Weiwei Sun +4

Large Language Model (LLM) based listwise ranking has shown superior performance in many passage ranking tasks. With the development of Large Reasoning Models (LRMs), many studies…