RAG / 检索增强生成

Enhancing Financial RAG with Agentic AI and Multi-HyDE: A Novel Approach to Knowledge Retrieval and Hallucination Reduction

Akshay Govind Srinivasan, Ryan Jacob George, Jayden Koshy Joe, Hrushikesh Kant, Harshith M R, Sachin Sundar, Sudharshan Suresh, Rahul Vimalkanth, Vijayavallabh

机构 * Indian Institute of Technology Madras（印度理工学院马德拉斯学院） 纠错

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

Comments 14 Pages, 8 Tables, 2 Figures. Accepted and to be published in the proceedings of FinNLP, Empirical Methods in Natural Language Processing 2025

Rationale-Guided Retrieval Augmented Generation for Medical Question Answering

Jiwoong Sohn, Yein Park, Chanwoong Yoon, Sihyeon Park, Hyeon Hwang, Mujeen Sung, Hyunjae Kim, Jaewoo Kang

机构 * Korea University（韩国大学） ； Kyung Hee University（庆熙大学） ； AIGEN Sciences（AIGEN公司） 纠错

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

Comments Accepted to NAACL 2025 (Oral)

Federated Learning with Ad-hoc Adapter Insertions: The Case of Soft-Embeddings for Training Classifier-as-Retriever

Marijan Fofonjka, Shahryar Zehtabi, Alireza Behtash, Tyler Mauer, David Stout

机构 * webAI 纠错

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

Comments 22 pages, 7 figures, 3 tables

AttnComp: Attention-Guided Adaptive Context Compression for Retrieval-Augmented Generation

Lvzhou Luo, Yixuan Cao, Ping Luo

机构 * Key Lab of Intelligent Information Processing, Institute of Computing Technology, Chinese Academy of Sciences (CAS)（智能信息处理重点实验室，计算技术研究所，中国科学院） ； State Key Lab of AI Safety（人工智能安全国家重点实验室） ； University of Chinese Academy of Sciences, CAS（中国科学院大学） 纠错

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

Comments Accepted at EMNLP 2025 (Findings)

GRIL: Knowledge Graph Retrieval-Integrated Learning with Large Language Models

Jialin Chen, Houyu Zhang, Seongjun Yun, Alejandro Mottini, Rex Ying, Xiang Song, Vassilis N. Ioannidis, Zheng Li, Qingjun Cui

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

RALLM-POI: Retrieval-Augmented LLM for Zero-shot Next POI Recommendation with Geographical Reranking

Kunrong Li, Kwan Hui Lim

机构 * Singapore University of Technology and Design（新加坡科技设计大学） 纠错

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

Comments PRICAI 2025

FinDebate: Multi-Agent Collaborative Intelligence for Financial Analysis

Tianshi Cai, Guanxu Li, Nijia Han, Ce Huang, Zimu Wang, Changyu Zeng, Yuqi Wang, Jingshi Zhou, Haiyang Zhang, Qi Chen, Yushan Pan, Shuihua Wang, Wei Wang

机构 * School of Advanced Technology, Xi’an Jiaotong-Liverpool University, Suzhou, China（先进技术学院，西安交通大学利物浦大学，苏州，中国） ； School of Science, Xi’an Jiaotong-Liverpool University, Suzhou, China（科学学院，西安交通大学利物浦大学，苏州，中国） ； School of AI and Advanced Computing, Xi’an Jiaotong-Liverpool University, Suzhou, China（人工智能与高级计算学院，西安交通大学利物浦大学，苏州，中国） ； Shanghai Jiao Tong University, Shanghai, China（上海交通大学，上海，中国） 纠错

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

Comments Accepted at FinNLP@EMNLP 2025. Camera-ready version

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

AI Assistants to Enhance and Exploit the PETSc Knowledge Base

Barry Smith, Junchao Zhang, Hong Zhang, Lois Curfman McInnes, Murat Keceli, Archit Vasan, Satish Balay, Toby Isaac, Le Chen, Venkatram Vishwanath

机构 * Flatiron Institute, Simons Foundation（Flatiron研究所、Simons基金会） ； Argonne National Laboratory（阿贡国家实验室） 纠错

专题命中 知识库问答 ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.AI

Journal ref 54th International Conference on Parallel Processing Companion (ICPP Companion '25), 2025

PAKTON: A Multi-Agent Framework for Question Answering in Long Legal Agreements

Petros Raptopoulos, Giorgos Filandrianos, Maria Lymperaiou, Giorgos Stamou

机构 * School of Electrical and Computer Engineering, AILS Laboratory, National Technical University of Athens（电气与计算机工程学院，AILS实验室，国家技术大学雅典） ； Instituto de Telecomunicações（电信研究所） 纠错

专题命中 知识库问答 ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.CL

Comments Accepted at EMNLP 2025

One Agent to Serve All: a Lite-Adaptive Stylized AI Assistant for Millions of Multi-Style Official Accounts

Xingyu Fan, Feifei Li, Wenhui Que, Hailong Li

专题命中 知识库问答 ：RAG(abstract)；分类 cs.CL、cs.AI

Comments 7 pages

Beyond Prompting: An Efficient Embedding Framework for Open-Domain Question Answering

Zhanghao Hu, Hanqi Yan, Qinglin Zhu, Zhenyi Shen, Yulan He, Lin Gui

机构 * King’s College London（伦敦国王学院） ； The Alan Turing Institute（艾伦·图灵研究所） 纠错

专题命中 知识库问答 ：retriever(abstract)；分类 cs.CL、cs.AI

Comments Accepted in ACL 2025 Main, Project link: https://zhanghao-acl25-embqa.github.io/ACL2025-EmbQA/

Med-PRM: Medical Reasoning Models with Stepwise, Guideline-verified Process Rewards

Jaehoon Yun, Jiwoong Sohn, Jungwoo Park, Hyunjae Kim, Xiangru Tang, Yanjun Shao, Yonghoe Koo, Minhyeok Ko, Qingyu Chen, Mark Gerstein, Michael Moor, Jaewoo Kang

机构 * Korea University（韩国大学） ； ETH Zürich（苏黎世联邦理工学院） ； Yale University（耶鲁大学） ； AIGEN Sciences（AIGEN公司） ； Hanyang University College of Medicine（翰雅大学医学院） ； University of Ulsan College of Medicine（釜山大学医学院） 纠错

专题命中 知识库问答 ：retrieval-augmented generation(abstract)；分类 cs.CL

Comments Accepted to EMNLP 2025 (Oral)

Agentic AI with Orchestrator-Agent Trust: A Modular Visual Classification Framework with Trust-Aware Orchestration and RAG-Based Reasoning

Konstantinos I. Roumeliotis, Ranjan Sapkota, Manoj Karkee, Nikolaos D. Tselikas

机构 * University of the Peloponnese, Department of Informatics and Telecommunications（希腊皮埃蒙特大学信息与电信系） ； Cornell University, Department of Biological and Environmental Engineering（康奈尔大学生物与环境工程系） 纠错

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

MPIC: Position-Independent Multimodal Context Caching System for Efficient MLLM Serving

Shiju Zhao, Junhao Hu, Rongxiao Huang, Jiaqi Zheng, Guihai Chen

机构 * State Key Laboratory for Novel Software Technology（新型软件技术国家重点实验室） ； Nanjing University（南京大学） ； School of Computer Science（计算机学院） 纠错

专题命中 多模态RAG ：retrieval-augmented generation(abstract)

Comments 17 pages, 13 figures, the second version

Turk-LettuceDetect: A Hallucination Detection Models for Turkish RAG Applications

Selva Taş, Mahmut El Huseyni, Özay Ezerceli, Reyhan Bayraktar, Fatma Betül Terzioğlu

机构 * Hidden for Review（保密） 纠错

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

SouLLMate: An Application Enhancing Diverse Mental Health Support with Adaptive LLMs, Prompt Engineering, and RAG Techniques

Qiming Guo, Jinwen Tang, Wenbo Sun, Haoteng Tang, Yi Shang, Wenlu Wang

机构 * Texas A&M University - Corpus Christi（德克萨斯A&M大学-科珀斯克里斯蒂分校） ； University of Missouri（密苏里大学） ； Delft University of Technology（代尔夫特理工大学） ； University of Texas Rio Grande Valley（德克萨斯大学里奥格兰德谷分校） 纠错

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

Comments 26 pages, 19 figures, 8 tables

Quality Assessment of Tabular Data using Large Language Models and Code Generation

Ashlesha Akella, Akshar Kaul, Krishnasuri Narayanam, Sameep Mehta

机构 * IBM Research（IBM研究院） 纠错

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

Comments under review

SymRTLO: Enhancing RTL Code Optimization with LLMs and Neuron-Inspired Symbolic Reasoning

Yiting Wang, Wanghao Ye, Ping Guo, Yexiao He, Ziyao Wang, Bowei Tian, Shwai He, Guoheng Sun, Zheyu Shen, Sihan Chen, Ankur Srivastava, Qingfu Zhang, Gang Qu, Ang Li

机构 * University of Maryland, College Park（马里兰大学科帕克分校） ； City University of Hong Kong（香港城市大学） ； University of Southern California（南加州大学） 纠错

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

Comments NeurIPS 2025

BAGELS: Benchmarking the Automated Generation and Extraction of Limitations from Scholarly Text

Ibrahim Al Azher, Miftahul Jannat Mokarrama, Zhishuai Guo, Sagnik Ray Choudhury, Hamed Alhoori

机构 * Northern Illinois University（北伊利诺伊大学） ； University of North Texas（北德克萨斯大学） 纠错

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

Comments 16 pages, 8 figures, Accepted to the 2025 Conference on Empirical Methods in Natural Language Processing (Findings)

SouLLMate: An Adaptive LLM-Driven System for Advanced Mental Health Support and Assessment, Based on a Systematic Application Survey

Qiming Guo, Jinwen Tang, Wenbo Sun, Haoteng Tang, Yi Shang, Wenlu Wang

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

Matter-of-Fact: A Benchmark for Verifying the Feasibility of Literature-Supported Claims in Materials Science

Peter Jansen, Samiah Hassan, Ruoyao Wang

机构 * University of Arizona（亚利桑那大学） ； Allen Institute for Artificial Intelligence（人工智能 Allen 机构） 纠错

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

Comments 9 pages (Accepted to EMNLP 2025)