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