RAG / 检索增强生成

META-RAG: Meta-Analysis-Inspired Evidence-Re-Ranking Method for Retrieval-Augmented Generation in Evidence-Based Medicine

Mengzhou Sun, Sendong Zhao, Jianyu Chen, Haochun Wang, Bing Qin

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

Abductive Inference in Retrieval-Augmented Language Models: Generating and Validating Missing Premises

Shiyin Lin

机构 * Independent Researcher, Mountain View, CA94039, USA（独立研究者） 纠错

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

SHARP: Shared State Reduction for Efficient Matching of Sequential Patterns

Cong Yu, Tuo Shi, Matthias Weidlich, Bo Zhao

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

Plan of Knowledge: Retrieval-Augmented Large Language Models for Temporal Knowledge Graph Question Answering

Xinying Qian, Ying Zhang, Yu Zhao, Baohang Zhou, Xuhui Sui, Xiaojie Yuan

专题命中 检索器与排序 ：retriever(abstract)；knowledge retrieval(abstract)；分类 cs.CL

Comments Submitted to the IEEE for possible publication

Reusing Pre-Training Data at Test Time is a Compute Multiplier

Alex Fang, Thomas Voice, Ruoming Pang, Ludwig Schmidt, Tom Gunter

机构 * Apple（苹果公司） ； Stanford（斯坦福大学） 纠错

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

LLM-as-a-Judge is Bad, Based on AI Attempting the Exam Qualifying for the Member of the Polish National Board of Appeal

Michał Karp, Anna Kubaszewska, Magdalena Król, Robert Król, Aleksander Smywiński-Pohl, Mateusz Szymański, Witold Wydmański

机构 * Polish National Board of Appeal（波兰国家上诉委员会） 纠错

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

Coordination-Free Lane Partitioning for Convergent ANN Search

Carl Kugblenu, Petri Vuorimaa

专题命中 向量检索 ：vector search(abstract)；分类 cs.IR、cs.DB

Comments 10 pages, 6 figures; arXiv preprint

BanglaMedQA and BanglaMMedBench: Evaluating Retrieval-Augmented Generation Strategies for Bangla Biomedical Question Answering

Sadia Sultana, Saiyma Sittul Muna, Mosammat Zannatul Samarukh, Ajwad Abrar, Tareque Mohmud Chowdhury

机构 * Department of Computer Science and Engineering, Islamic University of Technology（计算机科学与工程系，伊斯兰技术大学） 纠错

专题命中 知识库问答 ：retrieval-augmented generation(title,abstract)；RAG(abstract)；分类 cs.CL

Comments Under Review

Hierarchical Retrieval with Evidence Curation for Open-Domain Financial Question Answering on Standardized Documents

Jaeyoung Choe, Jihoon Kim, Woohwan Jung

机构 * Department of Applied Artificial Intelligence, Hanyang University（应用人工智能系，翰阳大学） 纠错

专题命中 知识库问答 ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.IR、cs.CL、cs.AI

Comments ACL 2025 (Findings)

Text2VectorSQL: Towards a Unified Interface for Vector Search and SQL Queries

Zhengren Wang, Dongwen Yao, Bozhou Li, Dongsheng Ma, Bo Li, Zhiyu Li, Feiyu Xiong, Bin Cui, Linpeng Tang, Wentao Zhang

机构 * Peking University（北京大学） ； Shanghai Jiao Tong University（上海交通大学） ； OriginHub Technology（OriginHub科技） ； Institute for Advanced Algorithms Research, Shanghai（上海先进算法研究所） ； Zhongguancun Academy（中关村学院） 纠错

专题命中 图谱与结构化RAG ：vector search(title,abstract)；分类 cs.CL

Comments Manuscript

KGFR: A Foundation Retriever for Generalized Knowledge Graph Question Answering

Yuanning Cui, Zequn Sun, Wei Hu, Zhangjie Fu

机构 * School of Computer Science, Nanjing University of Information Science and Technology（南京信息工程大学计算机科学学院） ； State Key Laboratory for Novel Software Technology, Nanjing University（南京大学软件新技术国家重点实验室） ； National Institute of Healthcare Data Science, Nanjing University（南京大学健康数据科学国家研究院） ； Engineering Research Center of Digital Forensics, Ministry of Education, Nanjing University of Information Science and Technology（南京信息工程大学教育部长江数字取证工程研究中心） 纠错

专题命中 图谱与结构化RAG ：retriever(title,abstract)；分类 cs.AI

Harnessing Structured Knowledge: A Concept Map-Based Approach for High-Quality Multiple Choice Question Generation with Effective Distractors

Nicy Scaria, Silvester John Joseph Kennedy, Diksha Seth, Ananya Thakur, Deepak Subramani

机构 * Indian Institute of Science（印度科学研究院） 纠错

专题命中 图谱与结构化RAG ：RAG(abstract)；分类 cs.CL、cs.AI、cs.DB

Comments Accepted to ECAI 2025

Journal ref The European Conference on Artificial Intelligence. 413 (2025). pp 4089--4096. IOS Press

RAGalyst: Automated Human-Aligned Agentic Evaluation for Domain-Specific RAG

Joshua Gao, Quoc Huy Pham, Subin Varghese, Silwal Saurav, Vedhus Hoskere

机构 * University of Houston（德克萨斯大学休斯敦分校） 纠错

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

Benchmarking LLM Faithfulness in RAG with Evolving Leaderboards

Manveer Singh Tamber, Forrest Sheng Bao, Chenyu Xu, Ge Luo, Suleman Kazi, Minseok Bae, Miaoran Li, Ofer Mendelevitch, Renyi Qu, Jimmy Lin

机构 * University of Waterloo（滑铁卢大学） ； Vectara（Vectara公司） ； Iowa State University（爱荷华州立大学） ； Stanford University（斯坦福大学） 纠错

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

Comments EMNLP Industry Track 2025