RAG / 检索增强生成

From Ranking to Selection: A Simple but Efficient Dynamic Passage Selector for Retrieval Augmented Generation

Siyuan Meng, Junming Liu, Yirong Chen, Song Mao, Pinlong Cai, Guohang Yan, Botian Shi, Ding Wang

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

Comments 9 pages, 4 tables

Transforming Questions and Documents for Semantically Aligned Retrieval-Augmented Generation

Seokgi Lee

机构 * Seokgi Lee 纠错

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

LibRec: Benchmarking Retrieval-Augmented LLMs for Library Migration Recommendations

Junxiao Han, Yarong Wang, Xiaodong Gu, Cuiyun Gao, Yao Wan, Song Han, David Lo, Shuiguang Deng

机构 * School of Computer and Computing Science, Hangzhou City University（杭州城市大学计算机与计算科学学院） ； Polytechnic Institute, Zhejiang University（浙江大学多技术学院） ； School of Computer Science, Shanghai Jiao Tong University（上海交通大学计算机科学学院） ； School of Computer Science and Technology, Harbin Institute of Technology（哈尔滨工业大学深圳学院） ； College of Computer Science and Technology, Huazhong University of Science and Technology（华中科技大学计算机科学与技术学院） ； School of Computing and Information Systems, Singapore Management University（新加坡管理大学计算机与信息科学学院） ； College of Computer Science and Technology, Zhejiang University（浙江大学计算机科学与技术学院） 纠错

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

MemGuide: Intent-Driven Memory Selection for Goal-Oriented Multi-Session LLM Agents

Yiming Du, Bingbing Wang, Yang He, Bin Liang, Baojun Wang, Zhongyang Li, Lin Gui, Jeff Z. Pan, Ruifeng Xu, Kam-Fai Wong

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

Towards Self-cognitive Exploration: Metacognitive Knowledge Graph Retrieval Augmented Generation

Xujie Yuan, Shimin Di, Jielong Tang, Libin Zheng, Jian Yin

专题命中 图谱与结构化RAG ：retrieval augmented generation(title,abstract)；retrieval-augmented generation(abstract)；RAG(abstract)；knowledge retrieval(abstract)

RAGulating Compliance: A Multi-Agent Knowledge Graph for Regulatory QA

Bhavik Agarwal, Hemant Sunil Jomraj, Simone Kaplunov, Jack Krolick, Viktoria Rojkova

机构 * MasterControl AI Research（MasterControl AI研究院） 纠错

专题命中 图谱与结构化RAG ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.AI

Multimodal RAG Enhanced Visual Description

Amit Kumar Jaiswal, Haiming Liu, Ingo Frommholz

机构 * Indian Institute of Technology (BHU)（印度理工学院（BHU）） ； University of Southampton（南安普顿大学） ； Modul University Vienna（维也纳应用科技大学） 纠错

专题命中 多模态RAG ：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.IR、cs.AI

Comments Accepted by ACM CIKM 2025. 5 pages, 2 figures

Video SimpleQA: Towards Factuality Evaluation in Large Video Language Models

Meng Cao, Pengfei Hu, Yingyao Wang, Jihao Gu, Haoran Tang, Haoze Zhao, Chen Wang, Jiahua Dong, Wangbo Yu, Ge Zhang, Jun Song, Xiang Li, Bo Zheng, Ian Reid, Xiaodan Liang

专题命中 RAG评测 ：retrieval-augmented generation(abstract)