RAG / 检索增强生成

WebFAQ: A Multilingual Collection of Natural Q&A Datasets for Dense Retrieval

Michael Dinzinger, Laura Caspari, Kanishka Ghosh Dastidar, Jelena Mitrović, Michael Granitzer

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

Comments 10 pages, 3 figures, 7 tables

Leveraging Retrieval-Augmented Generation and Large Language Models to Predict SERCA-Binding Protein Fragments from Cardiac Proteomics Data

Taylor A Phillips, Alejandro W. Huskey, Patrick T. Huskey, Seth L. Robia, Peter M. Kekenes-Huskey

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

RAGVA: Engineering Retrieval Augmented Generation-based Virtual Assistants in Practice

Rui Yang, Michael Fu, Chakkrit Tantithamthavorn, Chetan Arora, Lisa Vandenhurk, Joey Chua

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

Comments Under Review at the Journal of Systems and Software (JSS)

ALoFTRAG: Automatic Local Fine Tuning for Retrieval Augmented Generation

Peter Devine

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

Knowledge Graph-based Retrieval-Augmented Generation for Schema Matching

Chuangtao Ma, Sriom Chakrabarti, Arijit Khan, Bálint Molnár

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

Comments Under Review

Addressing the sustainable AI trilemma: a case study on LLM agents and RAG

Hui Wu, Xiaoyang Wang, Zhong Fan

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

Retrieval-Augmented Generation by Evidence Retroactivity in LLMs

Liang Xiao, Wen Dai, Shuai Chen, Bin Qin, Chongyang Shi, Haopeng Jing, Tianyu Guo

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

EdgeRAG: Online-Indexed RAG for Edge Devices

Korakit Seemakhupt, Sihang Liu, Samira Khan

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

Retrieval-Augmented Generation for Mobile Edge Computing via Large Language Model

Runtao Ren, Yinyu Wu, Xuhui Zhang, Jinke Ren, Yanyan Shen, Shuqiang Wang, Kim-Fung Tsang

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

Comments This manuscript has been submitted to IEEE

Retrieval-augmented Generation for GenAI-enabled Semantic Communications

Shunpu Tang, Ruichen Zhang, Yuxuan Yan, Qianqian Yang, Dusit Niyato, Xianbin Wang, Shiwen Mao

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

RAG for Effective Supply Chain Security Questionnaire Automation

Zaynab Batool Reza, Abdul Rafay Syed, Omer Iqbal, Ethel Mensah, Qian Liu, Maxx Richard Rahman, Wolfgang Maass

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

Towards Understanding Systems Trade-offs in Retrieval-Augmented Generation Model Inference

Michael Shen, Muhammad Umar, Kiwan Maeng, G. Edward Suh, Udit Gupta

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

MoRAG -- Multi-Fusion Retrieval Augmented Generation for Human Motion

Sai Shashank Kalakonda, Shubh Maheshwari, Ravi Kiran Sarvadevabhatla

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

When Graph Meets Retrieval Augmented Generation for Wireless Networks: A Tutorial and Case Study

Yang Xiong, Ruichen Zhang, Yinqiu Liu, Dusit Niyato, Zehui Xiong, Ying-Chang Liang, Shiwen Mao

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

Comments 9 pages, 4 figures

Interactive AI with Retrieval-Augmented Generation for Next Generation Networking

Ruichen Zhang, Hongyang Du, Yinqiu Liu, Dusit Niyato, Jiawen Kang, Sumei Sun, Xuemin Shen, H. Vincent Poor

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

Comments 10 pages, 4 figures

SeeSay: An Assistive Device for the Visually Impaired Using Retrieval Augmented Generation

Melody Yu

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

RepoGenReflex: Enhancing Repository-Level Code Completion with Verbal Reinforcement and Retrieval-Augmented Generation

Jicheng Wang, Yifeng He, Hao Chen

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

Jina-ColBERT-v2: A General-Purpose Multilingual Late Interaction Retriever

Rohan Jha, Bo Wang, Michael Günther, Georgios Mastrapas, Saba Sturua, Isabelle Mohr, Andreas Koukounas, Mohammad Kalim Akram, Nan Wang, Han Xiao

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

Comments 8 pages, references at pp7,8; EMNLP workshop submission

PoisonedRAG: Knowledge Corruption Attacks to Retrieval-Augmented Generation of Large Language Models

Wei Zou, Runpeng Geng, Binghui Wang, Jinyuan Jia

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

Comments To appear in USENIX Security Symposium 2025. The code is available at https://github.com/sleeepeer/PoisonedRAG

MALADE: Orchestration of LLM-powered Agents with Retrieval Augmented Generation for Pharmacovigilance

Jihye Choi, Nils Palumbo, Prasad Chalasani, Matthew M. Engelhard, Somesh Jha, Anivarya Kumar, David Page

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

Comments Paper published at Machine Learning for Healthcare 2024 (MLHC'24)

Faculty Perspectives on the Potential of RAG in Computer Science Higher Education

Sagnik Dakshit

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

C-RAG: Certified Generation Risks for Retrieval-Augmented Language Models

Mintong Kang, Nezihe Merve Gürel, Ning Yu, Dawn Song, Bo Li

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

Comments Accepted to ICML 2024

ESAC (EQ-SANS Assisting Chatbot): Application of Large Language Models and Retrieval-Augmented Generation for Enhanced User Experience at EQ-SANS

Changwoo Do, Gergely Nagy, William T. Heller

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

Soft Prompt Tuning for Augmenting Dense Retrieval with Large Language Models

Zhiyuan Peng, Xuyang Wu, Qifan Wang, Yi Fang

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

Comments Under Reivew

TelecomRAG: Taming Telecom Standards with Retrieval Augmented Generation and LLMs

Girma M. Yilma, Jose A. Ayala-Romero, Andres Garcia-Saavedra, Xavier Costa-Perez

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

Comments 7 pages, 2 figures, 3 tables

Retrieval Augmented Generation for Domain-specific Question Answering

Sanat Sharma, David Seunghyun Yoon, Franck Dernoncourt, Dewang Sultania, Karishma Bagga, Mengjiao Zhang, Trung Bui, Varun Kotte

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

Comments AAAI 2024 (Association for the Advancement of Artificial Intelligence) Scientific Document Understanding Workshop

RaFe: Ranking Feedback Improves Query Rewriting for RAG

Shengyu Mao, Yong Jiang, Boli Chen, Xiao Li, Peng Wang, Xinyu Wang, Pengjun Xie, Fei Huang, Huajun Chen, Ningyu Zhang

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

Comments 16 pages

Leveraging LLMs for Synthesizing Training Data Across Many Languages in Multilingual Dense Retrieval

Nandan Thakur, Jianmo Ni, Gustavo Hernández Ábrego, John Wieting, Jimmy Lin, Daniel Cer

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

Comments Accepted at NAACL 2024. Data released at https://github.com/google-research-datasets/swim-ir

Improving Assessment of Tutoring Practices using Retrieval-Augmented Generation

Zifei FeiFei Han, Jionghao Lin, Ashish Gurung, Danielle R. Thomas, Eason Chen, Conrad Borchers, Shivang Gupta, Kenneth R. Koedinger

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

Comments 11 page Workshop paper, AAAI2024 Workshop on AI for Education - Bridging Innovation and Responsibility, Large Language Model, Personalized Tutor Training, Automatic Assessment

Pandora: Jailbreak GPTs by Retrieval Augmented Generation Poisoning

Gelei Deng, Yi Liu, Kailong Wang, Yuekang Li, Tianwei Zhang, Yang Liu

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

Comments 6 pages