RAG / 检索增强生成

Agent Fine-tuning through Distillation for Domain-specific LLMs in Microdomains

Yawen Xue, Masaya Tsunokake, Yuta Koreeda, Ekant Muljibhai Amin, Takashi Sumiyoshi, Yasuhiro Sogawa

机构 * Research（研究） ； Development Group Hitachi, Ltd. Tokyo, Japan（开发组 日立株式会社 东京日本） 纠错

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

Comments Accepted by AIxB 2025

Which Programming Language and Model Work Best With LLM-as-a-Judge For Code Retrieval?

Lucas Roberts, Denisa Roberts

机构 * Independent Researcher（独立研究者） ； New York University（纽约大学） 纠错

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

Comments Accepted as a full paper at SIGIR-AP 2025

AuditAgent: Expert-Guided Multi-Agent Reasoning for Cross-Document Fraudulent Evidence Discovery

Songran Bai, Bingzhe Wu, Yiwei Zhang, Chengke Wu, Xiaolong Zheng, Yaze Yuan, Ke Wu, Jianqiang Li

机构 * Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； Shenzhen University（深圳大学） ； Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences（深圳先进技术研究所） ； Peking University（北京大学） ； Southern University of Science and Technology（南方科技大学） 纠错

专题命中 检索器与排序 ：hybrid retrieval(abstract)；分类 cs.AI

Hybrid Reward Normalization for Process-supervised Non-verifiable Agentic Tasks

Peiran Xu, Zhuohao Li, Xiaoying Xing, Guannan Zhang, Debiao Li, Kunyu Shi

机构 * Accio Team, Alibaba Group（阿里集团阿西莫团队） ； University of California, Los Angeles (UCLA)（加州大学洛杉矶分校） 纠错

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

RANGER -- Repository-Level Agent for Graph-Enhanced Retrieval

Pratik Shah, Rajat Ghosh, Aryan Singhal, Debojyoti Dutta

机构 * Georgia Institute of Technology（佐治亚理工学院） ； Nutanix（Nutanix公司） 纠错

专题命中 检索器与排序 ：RAG(abstract)；分类 cs.IR

Comments 24 pages, 4 figures

Investigating Multi-layer Representations for Dense Passage Retrieval

Zhongbin Xie, Thomas Lukasiewicz

专题命中 检索器与排序 ：dense retrieval(abstract)；分类 cs.IR

Comments Accepted to Findings of EMNLP 2025

READER: Retrieval-Assisted Drafter for Efficient LLM Inference

Maxim Divilkovskiy, Vitaly Malygin, Sergey Zlobin, Stanislav Ilyushin, Sultan Isali, Vasily Kalugin, Nuriza Aitassova, Fei Yi, Weidi Zeng

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

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

Query-Focused Retrieval Heads Improve Long-Context Reasoning and Re-ranking

Wuwei Zhang, Fangcong Yin, Howard Yen, Danqi Chen, Xi Ye

机构 * Princeton Language and Intelligence, Princeton University（普林斯顿语言与智能研究所，普林斯顿大学） ； The University of Texas at Austin（德克萨斯大学奥斯汀分校） 纠错

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

Comments EMNLP 2025; Code at https://github.com/princeton-pli/QRHead

A critical review of methods and challenges in large language models

Milad Moradi, Ke Yan, David Colwell, Matthias Samwald, Rhona Asgari

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

How People Manage Knowledge in their "Second Brains"- A Case Study with Industry Researchers Using Obsidian

Juliana Jansen Ferreira, Vinícius Segura, Joana Gabriela Souza, Joao Henrique Gallas Brasil

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

Comments 9 pages, 3 figures

Learning Contextual Retrieval for Robust Conversational Search

Seunghan Yang, Juntae Lee, Jihwan Bang, Kyuhong Shim, Minsoo Kim, Simyung Chang

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

Comments EMNLP 2025 main conference

Memorization or Reasoning? Exploring the Idiom Understanding of LLMs

Jisu Kim, Youngwoo Shin, Uiji Hwang, Jihun Choi, Richeng Xuan, Taeuk Kim

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

Comments EMNLP 2025

ACORD: An Expert-Annotated Retrieval Dataset for Legal Contract Drafting

Steven H. Wang, Maksim Zubkov, Kexin Fan, Sarah Harrell, Yuyang Sun, Wei Chen, Andreas Plesner, Roger Wattenhofer

机构 * ETH Zurich（苏黎世联邦理工学院） ； New York University（纽约大学） ； University of Washington（华盛顿大学） ； Yale University（耶鲁大学） 纠错

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

Comments ACL 2025 Findings. 9 pages + appendix. Code and data are available at https://www.atticusprojectai.org/acord

Towards Interactive and Learnable Cooperative Driving Automation: a Large Language Model-Driven Decision-Making Framework

Shiyu Fang, Jiaqi Liu, Mingyu Ding, Yiming Cui, Chen Lv, Peng Hang, Jian Sun

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

Automating Modelica Module Generation Using Large Language Models: A Case Study on Building Control Description Language

Hanlong Wan, Xing Lu, Yan Chen, Karthik Devaprasad, Laura Hinkle

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

Comments This is the pre-peer-review version of a journal paper; the repo is available at: https://github.com/pnnl/prompt2control

VLM Agents Generate Their Own Memories: Distilling Experience into Embodied Programs of Thought

Gabriel Sarch, Lawrence Jang, Michael J. Tarr, William W. Cohen, Kenneth Marino, Katerina Fragkiadaki

机构 * Carnegie Mellon University（卡内基梅隆大学） ； Google DeepMind（谷歌DeepMind） 纠错

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

Comments Project website: https://ical-learning.github.io/

A Dynamic Knowledge Update-Driven Model with Large Language Models for Fake News Detection

Di Jin, Jun Yang, Xiaobao Wang, Junwei Zhang, Shuqi Li, Dongxiao He

机构 * Tianjin Key Laboratory of Cognitive Computing and Application, College of Intelligence and Computing, Tianjin University（天津认知计算与应用重点实验室，智能与计算学院，天津大学） ； Key Laboratory of Artificial Intelligence Application Technology, Qinghai Minzu University（人工智能应用技术重点实验室，青海民族大学） ； Hangzhou Institute of Medicine, Chinese Academy of Sciences（杭州医学研究院，中国科学院） 纠错

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

Querying Climate Knowledge: Semantic Retrieval for Scientific Discovery

Mustapha Adamu, Qi Zhang, Huitong Pan, Longin Jan Latecki, Eduard C. Dragut

机构 * Temple University（特拉华大学） 纠错

专题命中 检索器与排序 ：RAG(abstract)；分类 cs.CL

Comments ACM SIGIR 2025 Workshop MANILA

Modeling shopper interest broadness with entropy-driven dialogue policy in the context of arbitrarily large product catalogs

Firas Jarboui, Issa Memari

机构 * Gorgias Paris France（巴黎高斯集团） 纠错

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

SePA: A Search-enhanced Predictive Agent for Personalized Health Coaching

Melik Ozolcer, Sang Won Bae

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

Comments Accepted at IEEE-EMBS International Conference on Biomedical and Health Informatics (BHI'25). 7 pages, 5 figures, 3 tables

From Post To Personality: Harnessing LLMs for MBTI Prediction in Social Media

Tian Ma, Kaiyu Feng, Yu Rong, Kangfei Zhao

机构 * Beijing Institute of Technology（北京理工大学） ； The Chinese University of Hong Kong（香港中文大学） 纠错

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

Journal ref CIKM 2025 Short Paper (Technical Report)

Gradients: When Markets Meet Fine-tuning -- A Distributed Approach to Model Optimisation

Christopher Subia-Waud

机构 * Rayon Labs（Rayon实验室） 纠错

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

Beyond the Surface: A Solution-Aware Retrieval Model for Competition-level Code Generation

Shiwen Zhang, Lingxiang Wang, Hainan Zhang, Ziwei Wang, Sijia Wen, Zhiming Zheng

专题命中 检索器与排序 ：RAG(abstract)；分类 cs.IR

STARE at the Structure: Steering ICL Exemplar Selection with Structural Alignment

Jiaqian Li, Qisheng Hu, Jing Li, Wenya Wang

机构 * Nanyang Technological University, Singapore（南洋理工大学） ； Harbin Institute of Technology, Shenzhen, China（哈尔滨工业大学（深圳）） 纠错

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

Comments EMNLP 2025 Main

Pub-Guard-LLM: Detecting Retracted Biomedical Articles with Reliable Explanations

Lihu Chen, Shuojie Fu, Gabriel Freedman, Cemre Zor, Guy Martin, James Kinross, Uddhav Vaghela, Ovidiu Serban, Francesca Toni

机构 * Imperial College London（伦敦帝国学院） ； Amazon Web Services（亚马逊网络服务） ； National Health Service（国家健康服务） 纠错

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

Comments long paper under review

DynaSwarm: Dynamically Graph Structure Selection for LLM-based Multi-agent System

Hui Yi Leong, Yuqing Wu

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

Comments content error

Context Engineering for Multi-Agent LLM Code Assistants Using Elicit, NotebookLM, ChatGPT, and Claude Code

Muhammad Haseeb

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

Comments 15 pages, 5 figures, research paper on multi-agent LLM systems for code generation

LL3M: Large Language 3D Modelers

Sining Lu, Guan Chen, Nam Anh Dinh, Itai Lang, Ari Holtzman, Rana Hanocka

机构 * University of Chicago（芝加哥大学） 纠错

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

Comments Our project page is at https://threedle.github.io/ll3m

FEAT: A Multi-Agent Forensic AI System with Domain-Adapted Large Language Model for Automated Cause-of-Death Analysis

Chen Shen, Wanqing Zhang, Kehan Li, Erwen Huang, Haitao Bi, Aiying Fan, Yiwen Shen, Hongmei Dong, Ji Zhang, Yuming Shao, Zengjia Liu, Xinshe Liu, Tao Li, Chunxia Yan, Shuanliang Fan, Di Wu, Jianhua Ma, Bin Cong, Zhenyuan Wang, Chunfeng Lian

机构 * Key Laboratory of National Ministry of Health for Forensic Sciences, School of Medicine \& Forensics, Health Science Center, Xi'an Jiaotong University, Xi'an, Shaanxi 710049, China ； School of Mathematics ； Statistics, Xi'an Jiaotong University, Xi'an, Shaanxi 710149, China ； Hebei Key Laboratory of Forensic Medicine, College of Forensic Medicine, Hebei Medical University, Shijiazhuang, Hebei 050017, China ； Key Laboratory of Biomedical Information Engineering of Ministry of Education, School of Life Science ； Technology, Xi'an Jiaotong University, Xi'an, Shaanxi 710049, China ； Faculty of Forensic Medicine, Guangdong Province Translational Forensic Medicine Engineering Technology Research Center, Zhongshan School of Medicine, Sun Yat-Sen University, Guangzhou, Guangdong 510080, China ； Department of Forensic Medicine, Xinxiang Medical University, Xinxiang, Henan 453003, China ； Department of Forensic Medicine, School of Basic Medical Sciences, Fudan University, Shanghai 200032, China ； Department of Forensic Medicine, Tongji Medical College, Huazhong University of Science ； Shanghai Key Laboratory of Forensic Medicine, Shanghai Forensic Service Platform, Academy of Forensic Science, Ministry of Justice, Shanghai 200063, China ； School of Forensic Medicine of Jining Medical University, Jining, Shandong 272067, China 纠错

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

Comments 18pages, 6 figures

RAIR: Retrieval-Augmented Iterative Refinement for Chinese Spelling Correction

Junhong Liang, Yu Zhou

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