RAG / 检索增强生成

Lifelong Knowledge Editing for LLMs with Retrieval-Augmented Continuous Prompt Learning

Qizhou Chen, Taolin Zhang, Xiaofeng He, Dongyang Li, Chengyu Wang, Longtao Huang, Hui Xue

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

Comments EMNLP 2024 main

Towards Superior Quantization Accuracy: A Layer-sensitive Approach

Feng Zhang, Yanbin Liu, Weihua Li, Jie Lv, Xiaodan Wang, Quan Bai

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

LLM-guided Plan and Retrieval: A Strategic Alignment for Interpretable User Satisfaction Estimation in Dialogue

Sangyeop Kim, Sohhyung Park, Jaewon Jung, Jinseok Kim, Sungzoon Cho

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

Comments Accepted by NAACL 2025

Beyond Content Relevance: Evaluating Instruction Following in Retrieval Models

Jianqun Zhou, Yuanlei Zheng, Wei Chen, Qianqian Zheng, Hui Su, Wei Zhang, Rui Meng, Xiaoyu Shen

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

Tailoring Table Retrieval from a Field-aware Hybrid Matching Perspective

Da Li, Keping Bi, Jiafeng Guo, Xueqi Cheng

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

Large Language Models Are Cross-Lingual Knowledge-Free Reasoners

Peng Hu, Sizhe Liu, Changjiang Gao, Xin Huang, Xue Han, Junlan Feng, Chao Deng, Shujian Huang

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

SheetAgent: Towards A Generalist Agent for Spreadsheet Reasoning and Manipulation via Large Language Models

Yibin Chen, Yifu Yuan, Zeyu Zhang, Yan Zheng, Jinyi Liu, Fei Ni, Jianye Hao, Hangyu Mao, Fuzheng Zhang

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

Comments Accepted by International World Wide Web Conference (WWW) 2025 (oral)

LADs: Leveraging LLMs for AI-Driven DevOps

Ahmad Faraz Khan, Azal Ahmad Khan, Anas Mohamed, Haider Ali, Suchithra Moolinti, Sabaat Haroon, Usman Tahir, Mattia Fazzini, Ali R. Butt, Ali Anwar

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

Comments 17 pages with Appendix, 8 figures, and 7 tables. This paper is currently Under Review

CS-PaperSum: A Large-Scale Dataset of AI-Generated Summaries for Scientific Papers

Javin Liu, Aryan Vats, Zihao He

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

Kanana: Compute-efficient Bilingual Language Models

Kanana LLM Team, Yunju Bak, Hojin Lee, Minho Ryu, Jiyeon Ham, Seungjae Jung, Daniel Wontae Nam, Taegyeong Eo, Donghun Lee, Doohae Jung, Boseop Kim, Nayeon Kim, Jaesun Park, Hyunho Kim, Hyunwoong Ko, Changmin Lee, Kyoung-Woon On, Seulye Baeg, Junrae Cho, Sunghee Jung, Jieun Kang, EungGyun Kim, Eunhwa Kim, Byeongil Ko, Daniel Lee, Minchul Lee, Miok Lee, Shinbok Lee, Gaeun Seo

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

Comments 40 pages, 15 figures

From Retrieval to Generation: Comparing Different Approaches

Abdelrahman Abdallah, Jamshid Mozafari, Bhawna Piryani, Mohammed Ali, Adam Jatowt

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

Comments work on progress

Retrieval Augmented Anomaly Detection (RAAD): Nimble Model Adjustment Without Retraining

Sam Pastoriza, Iman Yousfi, Christopher Redino, Marc Vucovich, Abdul Rahman, Sal Aguinaga, Dhruv Nandakumar

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

Comments 6 pages, 3 figures. 2 tables, accepted at ISDFS 2025

Agent-centric Information Access

Evangelos Kanoulas, Panagiotis Eustratiadis, Yongkang Li, Yougang Lyu, Vaishali Pal, Gabrielle Poerwawinata, Jingfen Qiao, Zihan Wang

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

Toward Agentic AI: Generative Information Retrieval Inspired Intelligent Communications and Networking

Ruichen Zhang, Shunpu Tang, Yinqiu Liu, Dusit Niyato, Zehui Xiong, Sumei Sun, Shiwen Mao, Zhu Han

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

Comments 7 pages, 4 figures

Making Sense of Data in the Wild: Data Analysis Automation at Scale

Mara Graziani, Malina Molnar, Irina Espejo Morales, Joris Cadow-Gossweiler, Teodoro Laino

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

Collaborative Retrieval for Large Language Model-based Conversational Recommender Systems

Yaochen Zhu, Chao Wan, Harald Steck, Dawen Liang, Yesu Feng, Nathan Kallus, Jundong Li

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

Comments Accepted by WWW'2025

Infinite Retrieval: Attention Enhanced LLMs in Long-Context Processing

Xiaoju Ye, Zhichun Wang, Jingyuan Wang

专题命中 检索器与排序 ：RAG(abstract)；分类 cs.CL

Comments 21 pages

RA-MTR: A Retrieval Augmented Multi-Task Reader based Approach for Inspirational Quote Extraction from Long Documents

Sayantan Adak, Animesh Mukherjee

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

Comments Accepted at COLING2025-MAIN

Journal ref https://aclanthology.org/2025.coling-main.365/

Reinforced Information Retrieval

Chaofan Li, Zheng Liu, Jianlyv Chen, Defu Lian, Yingxia Shao

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

Unlocking the Potential of Generative AI through Neuro-Symbolic Architectures: Benefits and Limitations

Oualid Bougzime, Samir Jabbar, Christophe Cruz, Frédéric Demoly

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

Comments 54 pages, 7 figures

LSTM-based Selective Dense Text Retrieval Guided by Sparse Lexical Retrieval

Yingrui Yang, Parker Carlson, Yifan Qiao, Wentai Xie, Shanxiu He, Tao Yang

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

Comments This paper is accepted by ECIR'25

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs

Siyan Zhao, Mingyi Hong, Yang Liu, Devamanyu Hazarika, Kaixiang Lin

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

Comments Accepted at ICLR 2025 as oral presentation. Code and data at: https://prefeval.github.io/

O1 Embedder: Let Retrievers Think Before Action

Ruiran Yan, Zheng Liu, Defu Lian

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

Dynamic Uncertainty Ranking: Enhancing Retrieval-Augmented In-Context Learning for Long-Tail Knowledge in LLMs

Shuyang Yu, Runxue Bao, Parminder Bhatia, Taha Kass-Hout, Jiayu Zhou, Cao Xiao

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

Comments Accepted by NAACL 2025

XAMPLER: Learning to Retrieve Cross-Lingual In-Context Examples

Peiqin Lin, André F. T. Martins, Hinrich Schütze

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

Comments NAACL 2025 Findings

Detection, Retrieval, and Explanation Unified: A Violence Detection System Based on Knowledge Graphs and GAT

Wen-Dong Jiang, Chih-Yung Chang, Diptendu Sinha Roy

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

Comments This work has been submitted to the IEEE for possible publication

Hierarchical Multi-field Representations for Two-Stage E-commerce Retrieval

Niklas Freymuth, Dong Liu, Thomas Ricatte, Saab Mansour

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

Verify with Caution: The Pitfalls of Relying on Imperfect Factuality Metrics

Ameya Godbole, Robin Jia

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

Comments v2: Added Acknowledgements to funding sources and advisors

Document Screenshot Retrievers are Vulnerable to Pixel Poisoning Attacks

Shengyao Zhuang, Ekaterina Khramtsova, Xueguang Ma, Bevan Koopman, Jimmy Lin, Guido Zuccon

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

PuzzleGPT: Emulating Human Puzzle-Solving Ability for Time and Location Prediction

Hammad Ayyubi, Xuande Feng, Junzhang Liu, Xudong Lin, Zhecan Wang, Shih-Fu Chang

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

Comments NAACL 2025 Findings