RAG / 检索增强生成

Improving Context Fidelity via Native Retrieval-Augmented Reasoning

Suyuchen Wang, Jinlin Wang, Xinyu Wang, Shiqi Li, Xiangru Tang, Sirui Hong, Xiao-Wen Chang, Chenglin Wu, Bang Liu

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

Comments Accepted as a main conference paper at EMNLP 2025

Proof-Carrying Numbers (PCN): A Protocol for Trustworthy Numeric Answers from LLMs via Claim Verification

Aivin V. Solatorio

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

HierTOD: A Task-Oriented Dialogue System Driven by Hierarchical Goals

Lingbo Mo, Shun Jiang, Akash Maharaj, Bernard Hishamunda, Yunyao Li

机构 * The Ohio State University（俄亥俄州立大学） ； Adobe Inc.（Adobe公司） 纠错

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

Comments Accepted to DaSH Workshop at VLDB 2025

ERank: Fusing Supervised Fine-Tuning and Reinforcement Learning for Effective and Efficient Text Reranking

Yuzheng Cai, Yanzhao Zhang, Dingkun Long, Mingxin Li, Pengjun Xie, Weiguo Zheng

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

Uncovering the Bigger Picture: Comprehensive Event Understanding Via Diverse News Retrieval

Yixuan Tang, Yuanyuan Shi, Yiqun Sun, Anthony Kum Hoe Tung

机构 * National University of Singapore（国立新加坡大学） ； Shanghai Jiao Tong University（上海交通大学） 纠错

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

Comments Accepted by EMNLP 2025

Test-Time Scaling Strategies for Generative Retrieval in Multimodal Conversational Recommendations

Hung-Chun Hsu, Yuan-Ching Kuo, Chao-Han Huck Yang, Szu-Wei Fu, Hanrong Ye, Hongxu Yin, Yu-Chiang Frank Wang, Ming-Feng Tsai, Chuan-Ju Wang

机构 * Research Center for Information Technology Innovation, Academia Sinica（资讯科技创新研究所以） ； NVIDIA（NVIDIA公司） ； Department of Computer Science, National Chengchi University（国立政治大学计算机科学系） 纠错

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

CLAP: Coreference-Linked Augmentation for Passage Retrieval

Huanwei Xu, Lin Xu, Liang Yuan

机构 * School of Computer and Mathematical Sciences, The University of Adelaide（计算机与数学科学学院，阿德莱德大学） 纠错

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

Comments This paper has been accepted by CIKM 2025

Sparse and Dense Retrievers Learn Better Together: Joint Sparse-Dense Optimization for Text-Image Retrieval

Jonghyun Song, Youngjune Lee, Gyu-Hwung Cho, Ilhyeon Song, Saehun Kim, Yohan Jo

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

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

Comments accepted to CIKM 2025 short research paper track

ALAS: Autonomous Learning Agent for Self-Updating Language Models

Dhruv Atreja

机构 * Dhruv Atreja（独立研究者） 纠错

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

PathGPT: Reframing Path Recommendation as a Natural Language Generation Task with Retrieval-Augmented Language Models

Steeve Cuthbert Marcelyn, Yucen Gao, Yuzhe Zhang, Xiaofeng Gao

机构 * Shanghai Jiao Tong University（上海交通大学） 纠错

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

AutoChemSchematic AI: Agentic Physics-Aware Automation for Chemical Manufacturing Scale-Up

Sakhinana Sagar Srinivas, Shivam Gupta, Venkataramana Runkana

机构 * Tata Research Development（塔塔研究发展） ； Design Center, Bangalore（设计中心，班加罗尔） 纠错

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

ASPD: Unlocking Adaptive Serial-Parallel Decoding by Exploring Intrinsic Parallelism in LLMs

Keyu Chen, Zhifeng Shen, Daohai Yu, Haoqian Wu, Wei Wen, Jianfeng He, Ruizhi Qiao, Xing Sun

机构 * Youtu Team（你Tube团队） 纠错

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

Comments 20 pages, 9 figures

Improving Document Retrieval Coherence for Semantically Equivalent Queries

Stefano Campese, Alessandro Moschitti, Ivano Lauriola

机构 * Amazon AGI（亚马逊人工智能研究院） ； University of Trento（特伦托大学） 纠错

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

Rank1: Test-Time Compute for Reranking in Information Retrieval

Orion Weller, Kathryn Ricci, Eugene Yang, Andrew Yates, Dawn Lawrie, Benjamin Van Durme

机构 * Johns Hopkins University（约翰霍普金斯大学） 纠错

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

Comments Published at CoLM 2025

Beyond Single Labels: Improving Conversational Recommendation through LLM-Powered Data Augmentation

Haozhe Xu, Xiaohua Wang, Changze Lv, Xiaoqing Zheng

机构 * School of Computer Science, Fudan University（复旦大学计算机科学学院） 纠错

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

PyLate: Flexible Training and Retrieval for Late Interaction Models

Antoine Chaffin, Raphaël Sourty

机构 * LightOn Nancy France（LightOn Nancy） ； LightOn Paris France（LightOn Paris） 纠错

专题命中 检索器与排序 ：vector search(abstract)；分类 cs.IR、cs.CL

Comments 5 pages

Pay What LLM Wants: Can LLM Simulate Economics Experiment with 522 Real-human Persona?

Junhyuk Choi, Hyeonchu Park, Haemin Lee, Hyebeen Shin, Hyun Joung Jin, Bugeun Kim

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

Comments Preprint

MaRGen: Multi-Agent LLM Approach for Self-Directed Market Research and Analysis

Roman Koshkin, Pengyu Dai, Nozomi Fujikawa, Masahito Togami, Marco Visentini-Scarzanella

机构 * Okinawa Institute of Science and Technology（冲绳科学技术研究所） ； Institute of Science Tokyo（东京科学研究所） ； Amazon（亚马逊） 纠错

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

CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering

Jinkun Zhao, Yuanshuai Wang, Xingjian Zhang, Ruibo Chen, Xingchuang Liao, Junle Wang, Lei Huang, Kui Zhang, Wenjun Wu

机构 * SKLCCSE, Institute of Artificial Intelligence, Beihang University（SKLCCSE，人工智能学院，北航） ； Beijing Advanced Innovation Center for Future Blockchain and Privacy Computing, Beihang University（未来区块链与隐私计算先进创新中心，北航） 纠错

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

eSapiens's DEREK Module: Deep Extraction & Reasoning Engine for Knowledge with LLMs

Isaac Shi, Zeyuan Li, Fan Liu, Wenli Wang, Lewei He, Yang Yang, Tianyu Shi

机构 * eSapiens Team（eSapiens 团队） 纠错

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

Comments 8 pages;1 figure;5 tables

Schemora: schema matching via multi-stage recommendation and metadata enrichment using off-the-shelf llms

Osman Erman Gungor, Derak Paulsen, William Kang

机构 * Principal Machine Learning Engineer Informatica（Informatica） ； Computer Science University of Wisconsin-Madison（威斯康星大学麦迪逊分校计算机科学系） ； Director of AI/ML Development Informatica（Informatica） 纠错

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

Comments 11 pages

Developing Visual Augmented Q&A System using Scalable Vision Embedding Retrieval & Late Interaction Re-ranker

Rachna Saxena, Abhijeet Kumar, Suresh Shanmugam

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

Comments Presented at NLP@IR workshop at SIGIR conference

Fine-grained Stateful Knowledge Exploration: Effective and Efficient Graph Retrieval with Large Language Models

Dehao Tao, Congqi Wang, Feng Huang, Junhao Chen, Yongfeng Huang, Minghu Jiang

机构 * Tsinghua University（清华大学） ； Xinjiang University（新疆大学） 纠错

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

UniConv: Unifying Retrieval and Response Generation for Large Language Models in Conversations

Fengran Mo, Yifan Gao, Chuan Meng, Xin Liu, Zhuofeng Wu, Kelong Mao, Zhengyang Wang, Pei Chen, Zheng Li, Xian Li, Bing Yin, Meng Jiang

机构 * University of Montreal（蒙特利尔大学） ； University of Amsterdam（阿姆斯特丹大学） ； Renmin University（中国人民大学） ； University of Notre Dame（圣母大学） 纠错

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

Comments Accepted by ACL 2025 (main)

Temporal Information Retrieval via Time-Specifier Model Merging

SeungYoon Han, Taeho Hwang, Sukmin Cho, Soyeong Jeong, Hoyun Song, Huije Lee, Jong C. Park

机构 * School of Computing（计算学院） ； Graduate School of AI（人工智能研究生院） ； Korea Advanced Institute of Science and Technology (KAIST)（韩国科学技术院） 纠错

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

Towards Competitive Search Relevance For Inference-Free Learned Sparse Retrievers

Zhichao Geng, Yiwen Wang, Dongyu Ru, Yang Yang

机构 * Amazon（亚马逊） 纠错

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

KAG-Thinker: Interactive Thinking and Deep Reasoning in LLMs via Knowledge-Augmented Generation

Dalong Zhang, Jun Xu, Jun Zhou, Lei Liang, Lin Yuan, Ling Zhong, Mengshu Sun, Peilong Zhao, QiWei Wang, Xiaorui Wang, Xinkai Du, YangYang Hou, Yu Ao, ZhaoYang Wang, Zhengke Gui, ZhiYing Yi, Zhongpu Bo, Haofen Wang, Huajun Chen

机构 * Inclusion AI Ant Group（Inclusion AI蚂蚁集团） 纠错

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

Large Language Models Acing Chartered Accountancy

Jatin Gupta, Akhil Sharma, Saransh Singhania, Mohammad Adnan, Sakshi Deo, Ali Imam Abidi, Keshav Gupta

机构 * Sharda University（莎达大学） 纠错

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

Comments Accepted for publication at MoStart 2025: International Conference on Digital Transformation in Education and Applications of Artificial Intelligence, Bosnia and Herzegovina, 2025

Irec: A Metacognitive Scaffolding for Self-Regulated Learning through Just-in-Time Insight Recall: A Conceptual Framework and System Prototype

Xuefei Hou, Xizhao Tan

机构 * Xuefei Hou ； Xizhao Tan 纠错

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

Comments Version 1 of a work in progress. Finalized system flowcharts, a public GitHub repository with the source code, and a full reproducibility package detailing the prompts, models, and testing guidelines will be provided in v2

TrumorGPT: Graph-Based Retrieval-Augmented Large Language Model for Fact-Checking

Ching Nam Hang, Pei-Duo Yu, Chee Wei Tan

机构 * Yam Pak Charitable Foundation School of Computing and Information Sciences, Saint Francis University, Hong Kong（Yam Pak Charitable Foundation 计算与信息科学学院，圣弗朗西斯大学，香港） ； Department of Applied Mathematics, Chung Yuan Christian University（应用数学系， Chung Yuan Christian University） ； College of Computing and Data Science, Nanyang Technological University（计算与数据科学学院，南洋理工大学） 纠错

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