RAG / 检索增强生成 - arXivDaily 专题

2502.19712 2025-02-28 cs.IR 83%

Teaching Dense Retrieval Models to Specialize with Listwise Distillation and LLM Data Augmentation

Manveer Singh Tamber, Suleman Kazi, Vivek Sourabh, Jimmy Lin

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

2502.15604 2025-02-28 cs.IR cs.HC 83%

Cross-Format Retrieval-Augmented Generation in XR with LLMs for Context-Aware Maintenance Assistance

Akos Nagy, Yannis Spyridis, Vasileios Argyriou

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

Journal ref 7th IEEE International Conference on Artificial Intelligence & eXtended and Virtual Reality AIxVR 2025

2410.13339 2025-02-28 cs.CL 83%

Probing-RAG: Self-Probing to Guide Language Models in Selective Document Retrieval

Ingeol Baek, Hwan Chang, Byeongjeong Kim, Jimin Lee, Hwanhee Lee

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

Comments NAACL 2025 Findings

2502.17888 2025-02-26 cs.CL 83%

RankCoT: Refining Knowledge for Retrieval-Augmented Generation through Ranking Chain-of-Thoughts

Mingyan Wu, Zhenghao Liu, Yukun Yan, Xinze Li, Shi Yu, Zheni Zeng, Yu Gu, Ge Yu

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

2502.15722 2025-02-26 cs.IR cs.HC 83%

Open-Source Retrieval Augmented Generation Framework for Retrieving Accurate Medication Insights from Formularies for African Healthcare Workers

Axum AI, :, J. Owoyemi, S. Abubakar, A. Owoyemi, T. O. Togunwa, F. C. Madubuko, S. Oyatoye, Z. Oyetolu, K. Akyea, A. O. Mohammed, A. Adebakin

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

Comments 4 pages, 2 tables and 3 figures

2502.17390 2025-02-25 cs.CL cs.LG 83%

Mitigating Bias in RAG: Controlling the Embedder

Taeyoun Kim, Jacob Springer, Aditi Raghunathan, Maarten Sap

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

Comments 26 pages (8 main), 12 figures, 7 tables

2502.16573 2025-02-25 cs.AI cs.LG 83%

LawPal : A Retrieval Augmented Generation Based System for Enhanced Legal Accessibility in India

Dnyanesh Panchal, Aaryan Gole, Vaibhav Narute, Raunak Joshi

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

2412.15605 2025-02-25 cs.CL 83%

Don't Do RAG: When Cache-Augmented Generation is All You Need for Knowledge Tasks

Brian J Chan, Chao-Ting Chen, Jui-Hung Cheng, Hen-Hsen Huang

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

Comments 5 pages, accepted by the Web Conference 2025 (WWW '25) as a short paper

2408.02854 2025-02-19 cs.IR 83%

Creating a Taxonomy for Retrieval Augmented Generation Applications

Irina Nikishina, Özge Sevgili, Mahei Manhai Li, Chris Biemann, Martin Semmann

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

2502.11770 2025-02-18 cs.AI 83%

Cognitive-Aligned Document Selection for Retrieval-augmented Generation

Bingyu Wan, Fuxi Zhang, Zhongpeng Qi, Jiayi Ding, Jijun Li, Baoshi Fan, Yijia Zhang, Jun Zhang

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

2502.10993 2025-02-18 cs.CL cs.LG 83%

RoseRAG: Robust Retrieval-augmented Generation with Small-scale LLMs via Margin-aware Preference Optimization

Tianci Liu, Haoxiang Jiang, Tianze Wang, Ran Xu, Yue Yu, Linjun Zhang, Tuo Zhao, Haoyu Wang

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

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

1. 检索器与排序 4546 篇

Teaching Dense Retrieval Models to Specialize with Listwise Distillation and LLM Data Augmentation

Cross-Format Retrieval-Augmented Generation in XR with LLMs for Context-Aware Maintenance Assistance

Probing-RAG: Self-Probing to Guide Language Models in Selective Document Retrieval

RankCoT: Refining Knowledge for Retrieval-Augmented Generation through Ranking Chain-of-Thoughts

Open-Source Retrieval Augmented Generation Framework for Retrieving Accurate Medication Insights from Formularies for African Healthcare Workers

Mitigating Bias in RAG: Controlling the Embedder

LawPal : A Retrieval Augmented Generation Based System for Enhanced Legal Accessibility in India

Don't Do RAG: When Cache-Augmented Generation is All You Need for Knowledge Tasks

Creating a Taxonomy for Retrieval Augmented Generation Applications

Cognitive-Aligned Document Selection for Retrieval-augmented Generation

RoseRAG: Robust Retrieval-augmented Generation with Small-scale LLMs via Margin-aware Preference Optimization

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