RAG / 检索增强生成

RAIDX: A Retrieval-Augmented Generation and GRPO Reinforcement Learning Framework for Explainable Deepfake Detection

Tianxiao Li, Zhenglin Huang, Haiquan Wen, Yiwei He, Shuchang Lyu, Baoyuan Wu, Guangliang Cheng

机构 * University of Liverpool（利物浦大学） ； Beihang University（北航大学） ； The Chinese University of Hong Kong（香港中文大学） 纠错

专题命中 检索器与排序 ：retrieval-augmented generation(title,abstract)；RAG(abstract)；分类 cs.AI

PAIRS: Parametric-Verified Adaptive Information Retrieval and Selection for Efficient RAG

Wang Chen, Guanqiang Qi, Weikang Li, Yang Li, Deguo Xia, Jizhou Huang

专题命中 检索器与排序 ：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.CL

Intent Aware Context Retrieval for Multi-Turn Agricultural Question Answering

Abhay Vijayvargia, Ajay Nagpal, Kundeshwar Pundalik, Atharva Savarkar, Smita Gautam, Pankaj Singh, Rohit Saluja, Ganesh Ramakrishnan

专题命中 检索器与排序 ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.CL、cs.AI

From Sufficiency to Reflection: Reinforcement-Guided Thinking Quality in Retrieval-Augmented Reasoning for LLMs

Jie He, Victor Gutiérrez-Basulto, Jeff Z. Pan

机构 * School of Informatics, University of Edinburgh, UK（爱丁堡大学信息学院） ； School of Computer Science and Informatics, Cardiff University, UK（卡迪夫大学计算机科学与信息学院） 纠错

专题命中 检索器与排序 ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.CL

Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Bowen Jin, Hansi Zeng, Zhenrui Yue, Jinsung Yoon, Sercan Arik, Dong Wang, Hamed Zamani, Jiawei Han

机构 * Department of Computer Science, University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校计算机科学系） ； Center for Intelligent Information Retrieval, University of Massachusetts Amherst（马萨诸塞大学阿姆赫斯特分校智能信息检索中心） ； Google Cloud AI Research（谷歌云人工智能研究） 纠错

专题命中 检索器与排序 ：RAG(abstract)；分类 cs.IR、cs.CL、cs.AI

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