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。

2025-08-27 至 2025-08-27 共收录 7 篇信号源：cs.IR, cs.CL, cs.AI, cs.DB

1. 检索器与排序 3 篇

2508.18652 2025-08-27 cs.CR cs.CL 88%

UniC-RAG: Universal Knowledge Corruption Attacks to Retrieval-Augmented Generation

Runpeng Geng, Yanting Wang, Ying Chen, Jinyuan Jia

机构 * Pennsylvania State University（宾夕法尼亚州立大学）

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

Comments 21 pages, 4 figures

2505.24073 2025-08-27 cs.AI cs.CL cs.CV 84%

mRAG: Elucidating the Design Space of Multi-modal Retrieval-Augmented Generation

Chan-Wei Hu, Yueqi Wang, Shuo Xing, Chia-Ju Chen, Suofei Feng, Ryan Rossi, Zhengzhong Tu

机构 * Texas A&M University（德克萨斯农工大学）； University of California, Berkeley（加州大学伯克利分校）； University of Texas at Austin（德克萨斯大学奥斯汀分校）； Stanford University（斯坦福大学）； Adobe Research（Adobe研究院）

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

Comments 16 pages

2508.18724 2025-08-27 cs.AI cs.CL 76%

Bias Mitigation Agent: Optimizing Source Selection for Fair and Balanced Knowledge Retrieval

Karanbir Singh, Deepak Muppiri, William Ngu

机构 * Salesforce

专题命中检索器与排序：knowledge retrieval(title)；分类 cs.CL、cs.AI

Comments Accepted at KDD'2025 Agent4IR workshop

2. 向量检索 1 篇

2410.15621 2025-08-27 cs.PF 67%

DRIM-ANN: An Approximate Nearest Neighbor Search Engine based on Commercial DRAM-PIMs

Mingkai Chen, Tianhua Han, Cheng Liu, Shengwen Liang, Kuai Yu, Lei Dai, Ziming Yuan, Ying Wang, Lei Zhang, Huawei Li, Xiaowei Li

专题命中向量检索：retrieval-augmented generation(abstract)；RAG(abstract)

3. 图谱与结构化RAG 1 篇

2508.18749 2025-08-27 cs.AI 70%

Reflection-Enhanced Meta-Optimization Integrating TextGrad-style Prompt Optimization with Memory-Driven Self-Evolution

Chunlong Wu, Zhibo Qu

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

4. 多模态RAG 1 篇

2508.18772 2025-08-27 cs.CV cs.CL 70%

Beyond the Textual: Generating Coherent Visual Options for MCQs

Wanqiang Wang, Longzhu He, Wei Zheng

专题命中多模态RAG ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.CL

Comments EMNLP 2025

5. RAG评测 1 篇

2508.18929 2025-08-27 cs.CL cs.AI 84%

Diverse And Private Synthetic Datasets Generation for RAG evaluation: A multi-agent framework

Ilias Driouich, Hongliu Cao, Eoin Thomas

机构 * AMADEUS France（AMADEUS法国）

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

Comments ECAI 2025 TRUST AI workshop