RAG / 检索增强生成 - arXivDaily 专题

2502.08178 2025-02-13 cs.CL 83%

ParetoRAG: Leveraging Sentence-Context Attention for Robust and Efficient Retrieval-Augmented Generation

Ruobing Yao, Yifei Zhang, Shuang Song, Yuhua Liu, Neng Gao, Chenyang Tu

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

2502.06652 2025-02-11 cs.CL 83%

Transparent NLP: Using RAG and LLM Alignment for Privacy Q&A

Anna Leschanowsky, Zahra Kolagar, Erion Çano, Ivan Habernal, Dara Hallinan, Emanuël A. P. Habets, Birgit Popp

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

Comments Submitted to ARR

2410.13192 2025-02-11 cs.CL 83%

Evaluating Self-Generated Documents for Enhancing Retrieval-Augmented Generation with Large Language Models

Jiatao Li, Xinyu Hu, Xunjian Yin, Xiaojun Wan

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

Comments Accepted by NAACL 2025 (Findings). (Long Paper)

2502.04666 2025-02-10 cs.IR 83%

Enhancing Health Information Retrieval with RAG by Prioritizing Topical Relevance and Factual Accuracy

Rishabh Uapadhyay, Marco Viviani

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

2502.04360 2025-02-10 cs.CL cs.CR cs.LG 83%

MARAGE: Transferable Multi-Model Adversarial Attack for Retrieval-Augmented Generation Data Extraction

Xiao Hu, Eric Liu, Weizhou Wang, Xiangyu Guo, David Lie

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

2501.17397 2025-01-30 cs.CL 83%

Leveraging In-Context Learning and Retrieval-Augmented Generation for Automatic Question Generation in Educational Domains

Subhankar Maity, Aniket Deroy, Sudeshna Sarkar

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

Comments Accepted at the 16th Meeting of the Forum for Information Retrieval Evaluation as a Regular Paper

2501.15290 2025-01-28 cs.CR cs.AI 83%

Advanced Real-Time Fraud Detection Using RAG-Based LLMs

Gurjot Singh, Prabhjot Singh, Maninder Singh

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

2501.14998 2025-01-28 cs.CL 83%

Federated Retrieval Augmented Generation for Multi-Product Question Answering

Parshin Shojaee, Sai Sree Harsha, Dan Luo, Akash Maharaj, Tong Yu, Yunyao Li

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

2501.06713 2025-01-28 cs.AI 83%

MiniRAG: Towards Extremely Simple Retrieval-Augmented Generation

Tianyu Fan, Jingyuan Wang, Xubin Ren, Chao Huang

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

2407.01158 2025-01-28 cs.CL 83%

Learning to Explore and Select for Coverage-Conditioned Retrieval-Augmented Generation

Takyoung Kim, Kyungjae Lee, Young Rok Jang, Ji Yong Cho, Gangwoo Kim, Minseok Cho, Moontae Lee

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

Comments NAACL 2025 (Findings, Long). Resources are available at https://github.com/youngerous/qtree

2412.19291 2025-01-23 cs.LG cs.AI cs.CR 83%

RAG with Differential Privacy

Nicolas Grislain

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

2501.11440 2025-01-22 cs.CL 83%

RACCOON: A Retrieval-Augmented Generation Approach for Location Coordinate Capture from News Articles

Jonathan Lin, Aditya Joshi, Hye-young Paik, Tri Dung Doung, Deepti Gurdasani

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

Comments Accepted at WWW 2025 as a short paper. 4 pages with references

2408.11775 2025-01-17 cs.CL cs.NI 83%

Leveraging Fine-Tuned Retrieval-Augmented Generation with Long-Context Support: For 3GPP Standards

Omar Erak, Nouf Alabbasi, Omar Alhussein, Ismail Lotfi, Amr Hussein, Sami Muhaidat, Merouane Debbah

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

Comments submitted to Proc. IEEE Globecom

2501.04858 2025-01-10 cs.CL 83%

Advancing Retrieval-Augmented Generation for Persian: Development of Language Models, Comprehensive Benchmarks, and Best Practices for Optimization

Sara Bourbour Hosseinbeigi, Sina Asghari, Mohammad Ali Seif Kashani, Mohammad Hossein Shalchian, Mohammad Amin Abbasi

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

2501.04695 2025-01-09 cs.LG cs.CV cs.IR cs.IT math.IT 83%

Re-ranking the Context for Multimodal Retrieval Augmented Generation

Matin Mortaheb, Mohammad A. Amir Khojastepour, Srimat T. Chakradhar, Sennur Ulukus

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

2411.16133 2025-01-07 cs.LG cs.IR 83%

Context Awareness Gate For Retrieval Augmented Generation

Mohammad Hassan Heydari, Arshia Hemmat, Erfan Naman, Afsaneh Fatemi

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

2411.06175 2024-12-30 cs.CL cs.LG 83%

Clustering Algorithms and RAG Enhancing Semi-Supervised Text Classification with Large LLMs

Shan Zhong, Jiahao Zeng, Yongxin Yu, Bohong Lin

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

2412.17250 2024-12-24 cs.IR 83%

SyNeg: LLM-Driven Synthetic Hard-Negatives for Dense Retrieval

Xiaopeng Li, Xiangyang Li, Hao Zhang, Zhaocheng Du, Pengyue Jia, Yichao Wang, Xiangyu Zhao, Huifeng Guo, Ruiming Tang

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

2412.16643 2024-12-24 cs.AI 83%

TimeRAG: BOOSTING LLM Time Series Forecasting via Retrieval-Augmented Generation

Silin Yang, Dong Wang, Haoqi Zheng, Ruochun Jin

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

2412.13163 2024-12-20 cs.DC cs.IR 83%

C-FedRAG: A Confidential Federated Retrieval-Augmented Generation System

Parker Addison, Minh-Tuan H. Nguyen, Tomislav Medan, Jinali Shah, Mohammad T. Manzari, Brendan McElrone, Laksh Lalwani, Aboli More, Smita Sharma, Holger R. Roth, Isaac Yang, Chester Chen, Daguang Xu, Yan Cheng, Andrew Feng, Ziyue Xu

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

2412.12775 2024-12-18 cs.IR cs.CR 83%

RemoteRAG: A Privacy-Preserving LLM Cloud RAG Service

Yihang Cheng, Lan Zhang, Junyang Wang, Mu Yuan, Yunhao Yao

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

2406.11497 2024-12-18 cs.CL 83%

CrAM: Credibility-Aware Attention Modification in LLMs for Combating Misinformation in RAG

Boyi Deng, Wenjie Wang, Fengbin Zhu, Qifan Wang, Fuli Feng

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

Comments AAAI25 camera-ready

2412.05159 2024-12-09 cs.AI cs.SE 83%

Enhancing Cross-Language Code Translation via Task-Specific Embedding Alignment in Retrieval-Augmented Generation

Manish Bhattarai, Minh Vu, Javier E. Santos, Ismael Boureima, Daniel O' Malley

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

2412.03933 2024-12-06 cs.AI cs.HC cs.LG 83%

Exploring AI Text Generation, Retrieval-Augmented Generation, and Detection Technologies: a Comprehensive Overview

Fnu Neha, Deepshikha Bhati, Deepak Kumar Shukla, Angela Guercio, Ben Ward

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

2409.16146 2024-12-05 cs.CL 83%

Controlling Risk of Retrieval-augmented Generation: A Counterfactual Prompting Framework

Lu Chen, Ruqing Zhang, Jiafeng Guo, Yixing Fan, Xueqi Cheng

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

2403.01432 2024-12-03 cs.CL 83%

Fine Tuning vs. Retrieval Augmented Generation for Less Popular Knowledge

Heydar Soudani, Evangelos Kanoulas, Faegheh Hasibi

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

2411.19710 2024-12-02 cs.IR cs.LG 83%

Know Your RAG: Dataset Taxonomy and Generation Strategies for Evaluating RAG Systems

Rafael Teixeira de Lima, Shubham Gupta, Cesar Berrospi, Lokesh Mishra, Michele Dolfi, Peter Staar, Panagiotis Vagenas

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

Comments to be published in the 31st International Conference on Computational Linguistics (COLING 2025)

2411.14572 2024-11-25 cs.LG cs.CL 83%

Towards Knowledge Checking in Retrieval-augmented Generation: A Representation Perspective

Shenglai Zeng, Jiankun Zhang, Bingheng Li, Yuping Lin, Tianqi Zheng, Dante Everaert, Hanqing Lu, Hui Liu, Hui Liu, Yue Xing, Monica Xiao Cheng, Jiliang Tang

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

2411.13691 2024-11-22 cs.LG cs.CL 83%

Retrieval-Augmented Generation for Domain-Specific Question Answering: A Case Study on Pittsburgh and CMU

Haojia Sun, Yaqi Wang, Shuting Zhang

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

2411.09590 2024-11-15 cs.SE cs.AI 83%

Adopting RAG for LLM-Aided Future Vehicle Design

Vahid Zolfaghari, Nenad Petrovic, Fengjunjie Pan, Krzysztof Lebioda, Alois Knoll

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

Comments Conference paper accepted in IEEE FLLM 2024

1. 检索器与排序 4586 篇

ParetoRAG: Leveraging Sentence-Context Attention for Robust and Efficient Retrieval-Augmented Generation

Transparent NLP: Using RAG and LLM Alignment for Privacy Q&A

Evaluating Self-Generated Documents for Enhancing Retrieval-Augmented Generation with Large Language Models

Enhancing Health Information Retrieval with RAG by Prioritizing Topical Relevance and Factual Accuracy

MARAGE: Transferable Multi-Model Adversarial Attack for Retrieval-Augmented Generation Data Extraction

Leveraging In-Context Learning and Retrieval-Augmented Generation for Automatic Question Generation in Educational Domains

Advanced Real-Time Fraud Detection Using RAG-Based LLMs

Federated Retrieval Augmented Generation for Multi-Product Question Answering

MiniRAG: Towards Extremely Simple Retrieval-Augmented Generation

Learning to Explore and Select for Coverage-Conditioned Retrieval-Augmented Generation

RAG with Differential Privacy

RACCOON: A Retrieval-Augmented Generation Approach for Location Coordinate Capture from News Articles

Leveraging Fine-Tuned Retrieval-Augmented Generation with Long-Context Support: For 3GPP Standards

Advancing Retrieval-Augmented Generation for Persian: Development of Language Models, Comprehensive Benchmarks, and Best Practices for Optimization

Re-ranking the Context for Multimodal Retrieval Augmented Generation

Context Awareness Gate For Retrieval Augmented Generation

Clustering Algorithms and RAG Enhancing Semi-Supervised Text Classification with Large LLMs

SyNeg: LLM-Driven Synthetic Hard-Negatives for Dense Retrieval

TimeRAG: BOOSTING LLM Time Series Forecasting via Retrieval-Augmented Generation

C-FedRAG: A Confidential Federated Retrieval-Augmented Generation System

RemoteRAG: A Privacy-Preserving LLM Cloud RAG Service

CrAM: Credibility-Aware Attention Modification in LLMs for Combating Misinformation in RAG

Enhancing Cross-Language Code Translation via Task-Specific Embedding Alignment in Retrieval-Augmented Generation

Exploring AI Text Generation, Retrieval-Augmented Generation, and Detection Technologies: a Comprehensive Overview

Controlling Risk of Retrieval-augmented Generation: A Counterfactual Prompting Framework

Fine Tuning vs. Retrieval Augmented Generation for Less Popular Knowledge

Know Your RAG: Dataset Taxonomy and Generation Strategies for Evaluating RAG Systems

Towards Knowledge Checking in Retrieval-augmented Generation: A Representation Perspective

Retrieval-Augmented Generation for Domain-Specific Question Answering: A Case Study on Pittsburgh and CMU

Adopting RAG for LLM-Aided Future Vehicle Design