RAG / 检索增强生成

Enhancing Speech-to-Speech Dialogue Modeling with End-to-End Retrieval-Augmented Generation

Pengchao Feng, Ziyang Ma, Wenxi Chen, Yao Li, Sheng Wang, Kai Yu, Xie Chen

机构 * MoE Key Lab of Artificial Intelligence（人工智能增强实验室） ； Jiangsu Key Lab of Language Computing（江苏语言计算重点实验室） ； X-LANCE Lab（X-LANCE实验室） ； School of Computer Science, Shanghai Jiao Tong University（上海交通大学计算机科学学院） ； Shanghai Innovation Institute（上海创新研究院） ； Shanghai Aviation Electric Co., Ltd（上海航空电器有限公司） 纠错

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

Comments Accepted to EMNLP 2025 Findings

Journal ref Findings of the Association for Computational Linguistics: EMNLP 2025, pages 4499-4507

FB-RAG: Improving RAG with Forward and Backward Lookup

Kushal Chawla, Alfy Samuel, Anoop Kumar, Daben Liu

机构 * Capital One 纠错

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

Comments Accepted at Findings of AACL 2025

A Decentralized Retrieval Augmented Generation System with Source Reliabilities Secured on Blockchain

Yining Lu, Wenyi Tang, Max Johnson, Taeho Jung, Meng Jiang

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

Private-RAG: Answering Multiple Queries with LLMs while Keeping Your Data Private

Ruihan Wu, Erchi Wang, Zhiyuan Zhang, Yu-Xiang Wang

机构 * Computer Science and Engineering University of California, San Diego（计算机科学与工程大学加州大学圣地亚哥分校） ； Halıcıoğlu Data Science Institute University of California, San Diego（Halıcıoğlu数据科学研究所加州大学圣地亚哥分校） ； Department of Computer Science University of California, Los Angeles（计算机科学系加州大学洛杉矶分校） 纠错

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

Advancing Scientific Knowledge Retrieval and Reuse with a Novel Digital Library for Machine-Readable Knowledge

Hadi Ghaemi, Lauren Snyder, Markus Stocker

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

REIS: A High-Performance and Energy-Efficient Retrieval System with In-Storage Processing

Kangqi Chen, Andreas Kosmas Kakolyris, Rakesh Nadig, Manos Frouzakis, Nika Mansouri Ghiasi, Yu Liang, Haiyu Mao, Jisung Park, Mohammad Sadrosadati, Onur Mutlu

机构 * ETH Zürich（苏黎世联邦理工学院） ； King’s College London（伦敦国王学院） ； POSTECH 纠错

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

Comments Extended version of our publication at the 52nd International Symposium on Computer Architecture (ISCA-52), 2025

LLM Optimization Unlocks Real-Time Pairwise Reranking

Jingyu Wu, Aditya Shrivastava, Jing Zhu, Alfy Samuel, Anoop Kumar, Daben Liu

机构 * AI Foundations, Capital One（人工智能基础，Capital One） 纠错

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

Internal Causal Mechanisms Robustly Predict Language Model Out-of-Distribution Behaviors

Jing Huang, Junyi Tao, Thomas Icard, Diyi Yang, Christopher Potts

机构 * stanford（斯坦福大学） 纠错

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

Comments ICML 2025

Designing and Evaluating Malinowski's Lens: An AI-Native Educational Game for Ethnographic Learning

Michael Hoffmann, Jophin John, Jan Fillies, Adrian Paschke

机构 * Leibniz Supercomputing Centre（莱比锡超算中心） ； Stanford University（斯坦福大学） 纠错

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

Comments 21 pages, 8 figures. Full preprint version; shorter version in preparation

Oh That Looks Familiar: A Novel Similarity Measure for Spreadsheet Template Discovery

Anand Krishnakumar, Vengadesh Ravikumaran

机构 * Ekimetrics 纠错

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

Comments 5 pages, 2 figures, Accepted to EurIPS'25: AI for Tabular Data Workshop

Does Generative Retrieval Overcome the Limitations of Dense Retrieval?

Yingchen Zhang, Ruqing Zhang, Jiafeng Guo, Maarten de Rijke, Yixing Fan, Xueqi Cheng

专题命中 向量检索 ：dense retrieval(title,abstract)；分类 cs.IR

A Preliminary Study of RAG for Taiwanese Historical Archives

Claire Lin, Bo-Han Feng, Xuanjun Chen, Te-Lun Yang, Hung-yi Lee, Jyh-Shing Roger Jang

机构 * Department of Information Management, National Taiwan University（国家台湾大学信息管理系） ； Department of Computer Science and Information Engineering, National Taiwan University（国家台湾大学计算机科学与信息工程系） ； Graduate Institute of Communication Engineering, National Taiwan University（国家台湾大学通信工程研究所） ； Graduate Institute of Networking and Multimedia, National Taiwan University（国家台湾大学网络与多媒体研究所） 纠错

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

Comments Accepted by ROCLING 2025

Structured RAG for Answering Aggregative Questions

Omri Koshorek, Niv Granot, Aviv Alloni, Shahar Admati, Roee Hendel, Ido Weiss, Alan Arazi, Shay-Nitzan Cohen, Yonatan Belinkov

机构 * ai21.com（ai21公司） 纠错

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

Prompt Tuning for Natural Language to SQL with Embedding Fine-Tuning and RAG

Jisoo Jang, Tien-Cuong Bui, Yunjun Choi, Wen-Syan Li

机构 * Graduate School of Data Science, Seoul National University（数据科学研究生院，首尔国立大学） 纠错

专题命中 图谱与结构化RAG ：RAG(title,abstract)；分类 cs.CL

Comments Presented at the Workshop on Robust ML in Open Environments (PAKDD 2024)

Multi-Agent GraphRAG: A Text-to-Cypher Framework for Labeled Property Graphs

Anton Gusarov, Anastasia Volkova, Valentin Khrulkov, Andrey Kuznetsov, Evgenii Maslov, Ivan Oseledets

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

Comments Code to be released

LLM Output Drift: Cross-Provider Validation & Mitigation for Financial Workflows

Raffi Khatchadourian, Rolando Franco

机构 * IBM -- Financial Services Market（IBM金融服务市场） 纠错

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

Comments 11 pages, 5 figures. To appear in AI4F @ ACM ICAIF '25, November 15-18, 2025, Singapore