RAG / 检索增强生成

AI Hiring with LLMs: A Context-Aware and Explainable Multi-Agent Framework for Resume Screening

Frank P. -W. Lo, Jianing Qiu, Zeyu Wang, Haibao Yu, Yeming Chen, Gao Zhang, Benny Lo

机构 * Imperial College London（伦敦帝国理工学院） ； The Chinese University of Hong Kong（香港中文大学） ； The University of Hong Kong（香港大学） ； Wedon Education Technologies（韦登教育科技） ； Brest Business School（布雷斯特商学院） 纠错

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

Comments Accepted by CVPR 2025 Workshop

Reinforced Internal-External Knowledge Synergistic Reasoning for Efficient Adaptive Search Agent

Ziyang Huang, Xiaowei Yuan, Yiming Ju, Jun Zhao, Kang Liu

机构 * Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； University of Chinese Academy of Sciences（中国科学院大学） ； Beijing Academy of Artificial Intelligence（北京人工智能研究院） 纠错

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

Streamlining Systematic Reviews: A Novel Application of Large Language Models

Fouad Trad, Ryan Yammine, Jana Charafeddine, Marlene Chakhtoura, Maya Rahme, Ghada El-Hajj Fuleihan, Ali Chehab

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

Journal ref BMC Medical Research Methodology, 2025

ValuesRAG: Enhancing Cultural Alignment Through Retrieval-Augmented Contextual Learning

Wonduk Seo, Zonghao Yuan, Yi Bu

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

Comments preprint

CCSK:Cognitive Convection of Self-Knowledge Based Retrieval Augmentation for Large Language Models

Jianling Lu, Mingqi Lv, Tieming Chen

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

Comments All authors of this paper have unanimously decided to withdraw its preprint from arXiv. As one of the authors, I cannot unilaterally decide its retention. In accordance with the collective decision, we formally request the complete deletion of the paper from arXiv

CALLM: Understanding Cancer Survivors' Emotions and Intervention Opportunities via Mobile Diaries and Context-Aware Language Models

Zhiyuan Wang, Katharine E. Daniel, Laura E. Barnes, Philip I. Chow

机构 * University of Virginia（弗吉尼亚大学） 纠错

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

CHORUS: Zero-shot Hierarchical Retrieval and Orchestration for Generating Linear Programming Code

Tasnim Ahmed, Salimur Choudhury

机构 * School of Computing, Queen’s University, Ontario, Canada（计算学院，皇后大学，安大略省，加拿大） 纠错

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

Comments This paper has been accepted for presentation at the 19th Learning and Intelligent Optimization Conference (LION 19)

Homa at SemEval-2025 Task 5: Aligning Librarian Records with OntoAligner for Subject Tagging

Hadi Bayrami Asl Tekanlou, Jafar Razmara, Mahsa Sanaei, Mostafa Rahgouy, Hamed Babaei Giglou

机构 * University of Tabriz（塔布里兹大学） ； Auburn University（阿伯丁大学） ； TIB - Leibniz Information Centre for Science and Technology（莱比锡信息科学与技术研究中心） 纠错

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

Comments 7 pages, 4 figures, accepted to the LLMs4Subjects shared task at SemEval2025

Chemist-X: Large Language Model-empowered Agent for Reaction Condition Recommendation in Chemical Synthesis

Kexin Chen, Jiamin Lu, Junyou Li, Xiaoran Yang, Yuyang Du, Kunyi Wang, Qiannuan Shi, Jiahui Yu, Lanqing Li, Jiezhong Qiu, Jianzhang Pan, Yi Huang, Qun Fang, Pheng Ann Heng, Guangyong Chen

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

DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environments

Yuxiang Zheng, Dayuan Fu, Xiangkun Hu, Xiaojie Cai, Lyumanshan Ye, Pengrui Lu, Pengfei Liu

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

Poly-Vector Retrieval: Reference and Content Embeddings for Legal Documents

João Alberto de Oliveira Lima

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

Comments 39 pages, 5 figures

Block-Attention for Efficient Prefilling

Dongyang Ma, Yan Wang, Lan Tian

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

Comments ICLR 2025

Large Language Model Can Be a Foundation for Hidden Rationale-Based Retrieval

Luo Ji, Feixiang Guo, Teng Chen, Qingqing Gu, Xiaoyu Wang, Ningyuan Xi, Yihong Wang, Peng Yu, Yue Zhao, Hongyang Lei, Zhonglin Jiang, Yong Chen

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

Comments 10 pages, 3 figures, ECIR 2025

IterQR: An Iterative Framework for LLM-based Query Rewrite in e-Commercial Search System

Shangyu Chen, Xinyu Jia, Yingfei Zhang, Shuai Zhang, Xiang Li, Wei Lin

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

SiReRAG: Indexing Similar and Related Information for Multihop Reasoning

Nan Zhang, Prafulla Kumar Choubey, Alexander Fabbri, Gabriel Bernadett-Shapiro, Rui Zhang, Prasenjit Mitra, Caiming Xiong, Chien-Sheng Wu

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

Comments ICLR 2025

Retrieval-Augmented Purifier for Robust LLM-Empowered Recommendation

Liangbo Ning, Wenqi Fan, Qing Li

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

Autonomous Radiotherapy Treatment Planning Using DOLA: A Privacy-Preserving, LLM-Based Optimization Agent

Humza Nusrat, Bing Luo, Ryan Hall, Joshua Kim, Hassan Bagher-Ebadian, Anthony Doemer, Benjamin Movsas, Kundan Thind

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

Comments 19 pages, 5 figures, preprint

HDLCoRe: A Training-Free Framework for Mitigating Hallucinations in LLM-Generated HDL

Heng Ping, Shixuan Li, Peiyu Zhang, Anzhe Cheng, Shukai Duan, Nikos Kanakaris, Xiongye Xiao, Wei Yang, Shahin Nazarian, Andrei Irimia, Paul Bogdan

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

LeRAAT: LLM-Enabled Real-Time Aviation Advisory Tool

Marc R. Schlichting, Vale Rasmussen, Heba Alazzeh, Houjun Liu, Kiana Jafari, Amelia F. Hardy, Dylan M. Asmar, Mykel J. Kochenderfer

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

Comments 4 pages, 3 figures, code: https://github.com/sisl/LeRAAT/ , demo video: https://youtu.be/NnijQAlTo-U

SIMS: Simulating Stylized Human-Scene Interactions with Retrieval-Augmented Script Generation

Wenjia Wang, Liang Pan, Zhiyang Dou, Jidong Mei, Zhouyingcheng Liao, Yuke Lou, Yifan Wu, Lei Yang, Jingbo Wang, Taku Komura

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

Exploiting Instruction-Following Retrievers for Malicious Information Retrieval

Parishad BehnamGhader, Nicholas Meade, Siva Reddy

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

NavRAG: Generating User Demand Instructions for Embodied Navigation through Retrieval-Augmented LLM

Zihan Wang, Yaohui Zhu, Gim Hee Lee, Yachun Fan

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

OkraLong: A Flexible Retrieval-Augmented Framework for Long-Text Query Processing

Yulong Hui, Yihao Liu, Yao Lu, Huanchen Zhang

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

AiSAQ: All-in-Storage ANNS with Product Quantization for DRAM-free Information Retrieval

Kento Tatsuno, Daisuke Miyashita, Taiga Ikeda, Kiyoshi Ishiyama, Kazunari Sumiyoshi, Jun Deguchi

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

Comments 6 pages, 8 figures and 5 tables

Towards Context-Robust LLMs: A Gated Representation Fine-tuning Approach

Shenglai Zeng, Pengfei He, Kai Guo, Tianqi Zheng, Hanqing Lu, Yue Xing, Hui Liu

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

Conversational Text Extraction with Large Language Models Using Retrieval-Augmented Systems

Soham Roy, Mitul Goswami, Nisharg Nargund, Suneeta Mohanty, Prasant Kumar Pattnaik

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

Journal ref 2024 6th International Conference on Computational Intelligence and Networks (CINE)

RGAR: Recurrence Generation-augmented Retrieval for Factual-aware Medical Question Answering

Sichu Liang, Linhai Zhang, Hongyu Zhu, Wenwen Wang, Yulan He, Deyu Zhou

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

RALLRec: Improving Retrieval Augmented Large Language Model Recommendation with Representation Learning

Jian Xu, Sichun Luo, Xiangyu Chen, Haoming Huang, Hanxu Hou, Linqi Song

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

Comments Accepted by TheWebConf'25 (WWW'25) as a Short Paper

UniHGKR: Unified Instruction-aware Heterogeneous Knowledge Retrievers

Dehai Min, Zhiyang Xu, Guilin Qi, Lifu Huang, Chenyu You

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

Comments NAACL 2025, Main, Long Paper

Claim Verification in the Age of Large Language Models: A Survey

Alphaeus Dmonte, Roland Oruche, Marcos Zampieri, Prasad Calyam, Isabelle Augenstein

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