AI 大模型

RAG / 检索增强生成

检索增强生成、向量检索、知识库问答和面向大模型的搜索系统。

2025-09-26 至 2025-09-26 共收录 12 篇信号源：cs.IR, cs.CL, cs.AI, cs.DB

1. 检索器与排序 3 篇

2509.20552 2025-09-26 cs.SE 85%

Enhancing LLM-based Fault Localization with a Functionality-Aware Retrieval-Augmented Generation Framework

Xinyu Shi, Zhenhao Li, An Ran Chen

专题命中检索器与排序：retrieval-augmented generation(title,abstract)；RAG(abstract)；dense retrieval(abstract)

2509.21237 2025-09-26 cs.CL cs.IR 84%

Query-Centric Graph Retrieval Augmented Generation

Yaxiong Wu, Jianyuan Bo, Yongyue Zhang, Sheng Liang, Yong Liu

机构 * Huawei Technologies Co., Ltd（华为技术有限公司）

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

Comments 25 pages, 6 figures, 1 table

2509.21026 2025-09-26 cs.NI cs.ET 67%

A Novel Integrated Architecture for Intent Based Approach and Zero Touch Networks

Neelam Gupta, Dibakar Das, Tamizhelakkiya K, Uma Maheswari Natarajan, Sharvari Ravindran, Komal Sharma, Jyotsna Bapat, Debabrata Das

专题命中检索器与排序：retrieval augmented generation(abstract)；RAG(abstract)

2. 知识库问答 1 篇

2509.20953 2025-09-26 cs.AI 57%

Beyond Stars: Bridging the Gap Between Ratings and Review Sentiment with LLM

Najla Zuhir, Amna Mohammad Salim, Parvathy Premkumar, Moshiur Farazi

机构 * College of Computing & Information Technology University of Doha for Science and Technology（计算与信息科技学院优德科技大学）

专题命中知识库问答：RAG(abstract)；分类 cs.AI

Comments Paper accepted for presentation at ACS/IEEE 22nd International Conference on Computer Systems and Applications (AICCSA 2025)

3. 长文档RAG 1 篇

2411.15993 2025-09-26 cs.CL 70%

Investigating Factuality in Long-Form Text Generation: The Roles of Self-Known and Self-Unknown

Lifu Tu, Rui Meng, Shafiq Joty, Yingbo Zhou, Semih Yavuz

机构 * Salesforce AI Research（Salesforce人工智能研究）

专题命中长文档RAG ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.CL

4. 图谱与结构化RAG 1 篇

2509.21193 2025-09-26 cs.CL cs.AI 76%

Eigen-1: Adaptive Multi-Agent Refinement with Monitor-Based RAG for Scientific Reasoning

Xiangru Tang, Wanghan Xu, Yujie Wang, Zijie Guo, Daniel Shao, Jiapeng Chen, Cixuan Zhang, Ziyi Wang, Lixin Zhang, Guancheng Wan, Wenlong Zhang, Lei Bai, Zhenfei Yin, Philip Torr, Hanrui Wang, Di Jin

机构 * Yale University（耶鲁大学）； Shanghai Jiao Tong University（上海交通大学）； Fudan University（复旦大学）； University of California, Los Angeles（加州大学洛杉矶分校）； Shanghai AI Lab（上海人工智能实验室）； University of Oxford（牛津大学）； Eigen AI

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

5. 多模态RAG 1 篇

2509.20769 2025-09-26 cs.IR cs.AI cs.CV 84%

Provenance Analysis of Archaeological Artifacts via Multimodal RAG Systems

Tuo Zhang, Yuechun Sun, Ruiliang Liu

机构 * Museus ； University of Science and Technology of China（中国科学技术大学）； British Museum（大英博物馆）

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

6. RAG评测 5 篇

2509.14435 2025-09-26 cs.CL cs.IR 84%

Causal-Counterfactual RAG: The Integration of Causal-Counterfactual Reasoning into RAG

Harshad Khadilkar, Abhay Gupta

机构 * Indian Institute of Technology Bombay（印度理工学院班加罗尔分校）； Indian Institute of Technology Patna（印度理工学院帕纳姆分校）

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

2509.21208 2025-09-26 cs.CL 77%

CLaw: Benchmarking Chinese Legal Knowledge in Large Language Models - A Fine-grained Corpus and Reasoning Analysis

Xinzhe Xu, Liang Zhao, Hongshen Xu, Chen Chen

机构 * Peking University（北京大学）； LLM-Core

专题命中 RAG评测：retrieval-augmented generation(abstract)；RAG(abstract)；knowledge retrieval(abstract)；分类 cs.CL

2509.21188 2025-09-26 cs.HC cs.AI cs.CY cs.IR 73%

Adoption, usability and perceived clinical value of a UK AI clinical reference platform (iatroX): a mixed-methods formative evaluation of real-world usage and a 1,223-respondent user survey

Kolawole Tytler

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

2509.20369 2025-09-26 cs.CY cs.AI cs.HC 70%

AI-driven formative assessment and adaptive learning in data-science education: Evaluating an LLM-powered virtual teaching assistant

Fadjimata I Anaroua, Qing Li, Yan Tang, Hong P. Liu

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

2410.11507 2025-09-26 cs.AI cs.CL 62%

TestAgent: Automatic Benchmarking and Exploratory Interaction for Evaluating LLMs in Vertical Domains

Wanying Wang, Zeyu Ma, Xuhong Wang, Yangchun Zhang, Pengfei Liu, Mingang Chen

机构 * Shanghai Key Laboratory of Computer Software Testing and Evaluating, Shanghai Development Center of Computer Software Technology（上海软件测试与评估关键实验室、上海计算机软件技术发展中心）； Shanghai Normal University（上海师范大学）； Shanghai Artificial Intelligence Lab（上海人工智能实验室）； Shanghai University（上海大学）； Shanghai Jiao Tong University（上海交通大学）

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

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