RAG / 检索增强生成 - arXivDaily 专题

2409.12140 2024-12-11 cs.CV cs.MM 82%

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)

2412.07189 2024-12-11 cs.NI 82%

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

2401.11391 2024-12-11 cs.NI cs.IT math.IT 82%

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

2410.03771 2024-10-08 cs.HC cs.SI 82%

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)

2409.13122 2024-09-25 cs.SE 82%

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)

2408.16672 2024-09-17 cs.IR cs.AI cs.CL 82%

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

2402.07867 2024-08-14 cs.CR cs.LG 82%

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

2408.01869 2024-08-06 cs.CL cs.AI cs.IR cs.LG cs.MA q-bio.QM 82%

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)

2408.01462 2024-08-06 cs.CY cs.ET cs.LG 82%

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)

2402.03181 2024-07-31 cs.AI cs.CL cs.IR 82%

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

2407.19075 2024-07-30 physics.ins-det 82%

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)

2307.08303 2024-06-18 cs.IR cs.AI cs.CL cs.LG 82%

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

2406.07053 2024-06-12 cs.NI cs.LG 82%

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

2404.14760 2024-05-30 cs.CL cs.AI cs.IR cs.LG 82%

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

2405.14431 2024-05-24 cs.CL cs.AI cs.IR 82%

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

2311.05800 2024-04-17 cs.IR cs.AI cs.CL 82%

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

2402.14594 2024-03-04 cs.CY cs.AI cs.CL cs.HC cs.IR 82%

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

2402.08416 2024-02-14 cs.CR 82%

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

2402.02764 2024-02-06 cs.IR cs.AI cs.CL 82%

List-aware Reranking-Truncation Joint Model for Search and Retrieval-augmented Generation

Shicheng Xu, Liang Pang, Jun Xu, Huawei Shen, Xueqi Cheng

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

Comments Accepted by WWW 2024

2312.10466 2023-12-19 cs.CL cs.AI cs.IR 82%

RIGHT: Retrieval-augmented Generation for Mainstream Hashtag Recommendation

Run-Ze Fan, Yixing Fan, Jiangui Chen, Jiafeng Guo, Ruqing Zhang, Xueqi Cheng

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 Accepted by ECIR2024 full paper

2312.06457 2023-12-12 cs.AI cs.CL cs.IR 82%

Large Language Models with Retrieval-Augmented Generation for Zero-Shot Disease Phenotyping

Will E. Thompson, David M. Vidmar, Jessica K. De Freitas, John M. Pfeifer, Brandon K. Fornwalt, Ruijun Chen, Gabriel Altay, Kabir Manghnani, Andrew C. Nelsen, Kellie Morland, Martin C. Stumpe, Riccardo Miotto

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

Comments Deep Generative Models for Health Workshop NeurIPS 2023

2310.18619 2023-10-31 cs.CL cs.AI cs.IR cs.LG 82%

Dense Retrieval as Indirect Supervision for Large-space Decision Making

Nan Xu, Fei Wang, Mingtao Dong, Muhao Chen

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

Comments EMNLP 2023 (Findings)

2304.00114 2023-04-04 cs.IR cs.AI cs.CL 82%

Dense Sparse Retrieval: Using Sparse Language Models for Inference Efficient Dense Retrieval

Daniel Campos, ChengXiang Zhai

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

2211.12668 2022-11-24 cs.CL cs.AI cs.IR 82%

DyRRen: A Dynamic Retriever-Reranker-Generator Model for Numerical Reasoning over Tabular and Textual Data

Xiao Li, Yin Zhu, Sichen Liu, Jiangzhou Ju, Yuzhong Qu, Gong Cheng

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

Comments 9 pages, accepted by AAAI 2023

2206.14989 2022-07-01 cs.CV 82%

A Unified End-to-End Retriever-Reader Framework for Knowledge-based VQA

Yangyang Guo, Liqiang Nie, Yongkang Wong, Yibing Liu, Zhiyong Cheng, Mohan Kankanhalli

专题命中检索器与排序：retriever(title,abstract)；knowledge retrieval(abstract)

2108.13934 2021-09-15 cs.CL cs.AI cs.IR 82%

Robust Retrieval Augmented Generation for Zero-shot Slot Filling

Michael Glass, Gaetano Rossiello, Md Faisal Mahbub Chowdhury, Alfio Gliozzo

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

Comments Accepted at EMNLP 2021. arXiv admin note: substantial text overlap with arXiv:2104.08610

2108.13875 2021-09-07 cs.CL cs.AI cs.IR 82%

When Retriever-Reader Meets Scenario-Based Multiple-Choice Questions

Zixian Huang, Ao Wu, Yulin Shen, Gong Cheng, Yuzhong Qu

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

Comments 10 pages, accepted to Findings of EMNLP 2021

2412.12881 2024-12-18 cs.CL cs.AI 82%

RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement

Jinhao Jiang, Jiayi Chen, Junyi Li, Ruiyang Ren, Shijie Wang, Wayne Xin Zhao, Yang Song, Tao Zhang

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

Comments LLM;RAG;MCTS

2409.07691 2024-09-13 cs.IR cs.CL cs.LG 82%

Enhancing Q&A Text Retrieval with Ranking Models: Benchmarking, fine-tuning and deploying Rerankers for RAG

Gabriel de Souza P. Moreira, Ronay Ak, Benedikt Schifferer, Mengyao Xu, Radek Osmulski, Even Oldridge

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

Comments Accepted for the 1st Workshop on GenAI and RAG Systems for Enterprise @ CIKM 2024

1810.09580 2018-10-24 cs.CL cs.IR 82%

A Fully Attention-Based Information Retriever

Alvaro Henrique Chaim Correia, Jorge Luiz Moreira Silva, Thiago de Castro Martins, Fabio Gagliardi Cozman

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

Comments Accepted for presentation at the International Joint Conference on Neural Networks (IJCNN) 2018

Journal ref A. H. C. Correia, J. L. M. Silva, T. d. C. Martins and F. G. Cozman, "A Fully Attention-Based Information Retriever," 2018 International Joint Conference on Neural Networks (IJCNN), Rio de Janeiro, Brazil, 2018, pp. 2799-2806

1. 检索器与排序 4558 篇

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

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

Interactive AI with Retrieval-Augmented Generation for Next Generation Networking

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

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

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

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

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

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

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

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

Soft Prompt Tuning for Augmenting Dense Retrieval with Large Language Models

TelecomRAG: Taming Telecom Standards with Retrieval Augmented Generation and LLMs

Retrieval Augmented Generation for Domain-specific Question Answering

RaFe: Ranking Feedback Improves Query Rewriting for RAG

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

Improving Assessment of Tutoring Practices using Retrieval-Augmented Generation

Pandora: Jailbreak GPTs by Retrieval Augmented Generation Poisoning

List-aware Reranking-Truncation Joint Model for Search and Retrieval-augmented Generation

RIGHT: Retrieval-augmented Generation for Mainstream Hashtag Recommendation

Large Language Models with Retrieval-Augmented Generation for Zero-Shot Disease Phenotyping

Dense Retrieval as Indirect Supervision for Large-space Decision Making

Dense Sparse Retrieval: Using Sparse Language Models for Inference Efficient Dense Retrieval

DyRRen: A Dynamic Retriever-Reranker-Generator Model for Numerical Reasoning over Tabular and Textual Data

A Unified End-to-End Retriever-Reader Framework for Knowledge-based VQA

Robust Retrieval Augmented Generation for Zero-shot Slot Filling

When Retriever-Reader Meets Scenario-Based Multiple-Choice Questions

RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement

Enhancing Q&A Text Retrieval with Ranking Models: Benchmarking, fine-tuning and deploying Rerankers for RAG

A Fully Attention-Based Information Retriever