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。

2025-10-09 至 2025-10-09 共收录 10 篇信号源：cs.IR, cs.CL, cs.AI, cs.DB

1. 检索器与排序 6 篇

2503.20757 2025-10-09 cs.CL 88%

MCTS-RAG: Enhancing Retrieval-Augmented Generation with Monte Carlo Tree Search

Yunhai Hu, Yilun Zhao, Chen Zhao, Arman Cohan

机构 * Yale University（耶鲁大学）； New York University（纽约大学）

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

2510.06999 2025-10-09 cs.CL cs.IR 86%

Towards Reliable Retrieval in RAG Systems for Large Legal Datasets

Markus Reuter, Tobias Lingenberg, Rūta Liepiņa, Francesca Lagioia, Marco Lippi, Giovanni Sartor, Andrea Passerini, Burcu Sayin

机构 * Technical University of Darmstadt（德意志联邦共和国达姆斯塔特技术大学）； University of Trento（特伦托大学）； University of Florence（佛罗伦萨大学）； University of Bologna（博洛尼亚大学）； European University Institute（欧洲大学研究所）

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

Comments Accepted for the 7th Natural Legal Language Processing Workshop (NLLP 2025), co-located with EMNLP 2025

2507.19333 2025-10-09 cs.IR cs.CL 86%

Injecting External Knowledge into the Reasoning Process Enhances Retrieval-Augmented Generation

Minghao Tang, Shiyu Ni, Jiafeng Guo, Keping Bi

机构 * State Key Laboratory of AI Safety（人工智能安全国家重点实验室）； Institute of Computing Technology（计算技术研究所）； Chinese Academy of Sciences（中国科学院）； University of Chinese Academy of Sciences（中国科学院大学）

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

Comments SIGIR-AP 2025

2401.00280 2025-10-09 cs.CR cs.LG 82%

Advancing TTP Analysis: Harnessing the Power of Large Language Models with Retrieval Augmented Generation

Reza Fayyazi, Rozhina Taghdimi, Shanchieh Jay Yang

机构 * Department of Electrical & Computer Engineering（电气与计算机工程系）； Rochester Institute of Technology（罗切斯特理工学院）

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

2505.15561 2025-10-09 cs.CL cs.IR 81%

Do RAG Systems Really Suffer From Positional Bias?

Florin Cuconasu, Simone Filice, Guy Horowitz, Yoelle Maarek, Fabrizio Silvestri

机构 * Sapienza University of Rome（罗马萨皮恩扎大学）； Technology Innovation Institute（技术创新研究所）

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

2505.16834 2025-10-09 cs.CL cs.AI cs.IR 75%

SimpleDeepSearcher: Deep Information Seeking via Web-Powered Reasoning Trajectory Synthesis

Shuang Sun, Huatong Song, Yuhao Wang, Ruiyang Ren, Jinhao Jiang, Junjie Zhang, Fei Bai, Jia Deng, Wayne Xin Zhao, Zheng Liu, Lei Fang, Zhongyuan Wang, Ji-Rong Wen

机构 * Beijing Academy of Artificial Intelligence（北京人工智能研究院）； DataCanvas Alaya NeW

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

2. 图谱与结构化RAG 2 篇

2509.03540 2025-10-09 cs.CL cs.AI 73%

Improving Factuality in LLMs via Inference-Time Knowledge Graph Construction

Shanglin Wu, Lihui Liu, Jinho D. Choi, Kai Shu

机构 * Emory University（埃默里大学）； Wayne State University（韦恩州立大学）

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

2501.05468 2025-10-09 cs.CL 70%

LatteReview: A Multi-Agent Framework for Systematic Review Automation Using Large Language Models

Pouria Rouzrokh, Bardia Khosravi, Parsa Rouzrokh, Moein Shariatnia

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

Comments 31 pages, 5 figures, 5 tables

3. 多模态RAG 1 篇

2510.06888 2025-10-09 cs.IR cs.AI 62%

M3Retrieve: Benchmarking Multimodal Retrieval for Medicine

Arkadeep Acharya, Akash Ghosh, Pradeepika Verma, Kitsuchart Pasupa, Sriparna Saha, Priti Singh

机构 * Indian Institute of Technology Patna（印度理工学院帕纳瓦分校）； King Mongkut’s Institute of Technology Ladkrabang（拉差丹awan技术大学）

专题命中多模态RAG ：RAG(abstract)；分类 cs.IR、cs.AI

Comments EMNLP Mains 2025

4. RAG评测 1 篇

2510.06255 2025-10-09 cs.CY 67%

Towards an Efficient, Customizable, and Accessible AI Tutor

Juan Segundo Hevia, Facundo Arredondo, Vishesh Kumar

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

Comments AAAI - iRAISE 2025