RAG / 检索增强生成

LLM-assisted Graph-RAG Information Extraction from IFC Data

Sima Iranmanesh, Hadeel Saadany, Edlira Vakaj

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

Comments 2025 European Conference on Computing in Construction

Sufficient Context: A New Lens on Retrieval Augmented Generation Systems

Hailey Joren, Jianyi Zhang, Chun-Sung Ferng, Da-Cheng Juan, Ankur Taly, Cyrus Rashtchian

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

Estimating Optimal Context Length for Hybrid Retrieval-augmented Multi-document Summarization

Adithya Pratapa, Teruko Mitamura

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

Shared Disk KV Cache Management for Efficient Multi-Instance Inference in RAG-Powered LLMs

Hyungwoo Lee, Kihyun Kim, Jinwoo Kim, Jungmin So, Myung-Hoon Cha, Hong-Yeon Kim, James J. Kim, Youngjae Kim

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

AutoStyle-TTS: Retrieval-Augmented Generation based Automatic Style Matching Text-to-Speech Synthesis

Dan Luo, Chengyuan Ma, Weiqin Li, Jun Wang, Wei Chen, Zhiyong Wu

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

Comments accepted by ICME25

Enhancing Tourism Recommender Systems for Sustainable City Trips Using Retrieval-Augmented Generation

Ashmi Banerjee, Adithi Satish, Wolfgang Wörndl

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

Comments Accepted at the RecSoGood 2024 Workshop co-located with the 18th ACM Conference on Recommender Systems (RecSys 2024)

Journal ref Springer Communications in Computer and Information Science, vol 2470, 2025

UltraRAG: A Modular and Automated Toolkit for Adaptive Retrieval-Augmented Generation

Yuxuan Chen, Dewen Guo, Sen Mei, Xinze Li, Hao Chen, Yishan Li, Yixuan Wang, Chaoyue Tang, Ruobing Wang, Dingjun Wu, Yukun Yan, Zhenghao Liu, Shi Yu, Zhiyuan Liu, Maosong Sun

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

Classifying Peace in Global Media Using RAG and Intergroup Reciprocity

K. Lian, L. S. Liebovitch, M. Wild, H. West, P. T. Coleman, F. Chen, E. Kimani, K. Sieck

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

Comments 6 pages, 1 figure

Journal ref 2025 59th Annual Conference on Information Sciences and Systems (CISS), Baltimore, MD, USA, 2025, pp. 1-6

PrefRAG: Preference-Driven Multi-Source Retrieval Augmented Generation

Qingfei Zhao, Ruobing Wang, Yukuo Cen, Daren Zha, Shicheng Tan, Jie Tang

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

Comments 33 pages, 5 figures, 28 tables

DeepNote: Note-Centric Deep Retrieval-Augmented Generation

Ruobing Wang, Qingfei Zhao, Yukun Yan, Daren Zha, Yuxuan Chen, Shi Yu, Zhenghao Liu, Yixuan Wang, Shuo Wang, Xu Han, Zhiyuan Liu, Maosong Sun

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

Comments 28 pages, 6 figures, 21 tables

HyperRAG: Enhancing Quality-Efficiency Tradeoffs in Retrieval-Augmented Generation with Reranker KV-Cache Reuse

Yuwei An, Yihua Cheng, Seo Jin Park, Junchen Jiang

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

Data Extraction Attacks in Retrieval-Augmented Generation via Backdoors

Yuefeng Peng, Junda Wang, Hong Yu, Amir Houmansadr

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

RGL: A Graph-Centric, Modular Framework for Efficient Retrieval-Augmented Generation on Graphs

Yuan Li, Jun Hu, Jiaxin Jiang, Zemin Liu, Bryan Hooi, Bingsheng He

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

PersonaAI: Leveraging Retrieval-Augmented Generation and Personalized Context for AI-Driven Digital Avatars

Elvis Kimara, Kunle S. Oguntoye, Jian Sun

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

Retrieval Augmented Generation for Topic Modeling in Organizational Research: An Introduction with Empirical Demonstration

Gerion Spielberger, Florian M. Artinger, Jochen Reb, Rudolf Kerschreiter

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

Comments 30 pages, 4 figures

Auto-GDA: Automatic Domain Adaptation for Efficient Grounding Verification in Retrieval-Augmented Generation

Tobias Leemann, Periklis Petridis, Giuseppe Vietri, Dionysis Manousakas, Aaron Roth, Sergul Aydore

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

Explainable Depression Detection in Clinical Interviews with Personalized Retrieval-Augmented Generation

Linhai Zhang, Ziyang Gao, Deyu Zhou, Yulan He

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

Inference Scaling for Long-Context Retrieval Augmented Generation

Zhenrui Yue, Honglei Zhuang, Aijun Bai, Kai Hui, Rolf Jagerman, Hansi Zeng, Zhen Qin, Dong Wang, Xuanhui Wang, Michael Bendersky

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

Comments ICLR 2025

InstructRAG: Instructing Retrieval-Augmented Generation via Self-Synthesized Rationales

Zhepei Wei, Wei-Lin Chen, Yu Meng

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

Comments ICLR 2025. Code: https://github.com/weizhepei/InstructRAG

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

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

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

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

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

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

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

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

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

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

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