RAG / 检索增强生成

RAGuard: A Novel Approach for in-context Safe Retrieval Augmented Generation for LLMs

Connor Walker, Koorosh Aslansefat, Mohammad Naveed Akram, Yiannis Papadopoulos

机构 * University of Hull（赫尔大学） ； AURA CDT（AURA联合培养计划） 纠错

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

Enhancing Technical Documents Retrieval for RAG

Songjiang Lai, Tsun-Hin Cheung, Ka-Chun Fung, Kaiwen Xue, Kwan-Ho Lin, Yan-Ming Choi, Vincent Ng, Kin-Man Lam

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

SelfAug: Mitigating Catastrophic Forgetting in Retrieval-Augmented Generation via Distribution Self-Alignment

Yuqing Huang, Rongyang Zhang, Qimeng Wang, Chengqiang Lu, Yan Gao, Yi Wu, Yao Hu, Xuyang Zhi, Guiquan Liu, Xin Li, Hao Wang, Enhong Chen

机构 * University of Science and Technology of China（中国科学技术大学） ； Xiaohongshu Inc.（小红书公司） 纠错

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

Evaluating the Robustness of Retrieval-Augmented Generation to Adversarial Evidence in the Health Domain

Shakiba Amirshahi, Amin Bigdeli, Charles L. A. Clarke, Amira Ghenai

机构 * University of Waterloo（滑铁卢大学） ； Toronto Metropolitan University（多伦多 Metropolitan 大学） 纠错

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

MobileRAG: Enhancing Mobile Agent with Retrieval-Augmented Generation

Gowen Loo, Chang Liu, Qinghong Yin, Xiang Chen, Jiawei Chen, Jingyuan Zhang, Yu Tian

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

NER Retriever: Zero-Shot Named Entity Retrieval with Type-Aware Embeddings

Or Shachar, Uri Katz, Yoav Goldberg, Oren Glickman

机构 * Computer Science Department, Bar-Ilan University（巴伊兰大学计算机科学系） 纠错

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

Comments Findings of EMNLP 2025

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation

Renyi Zhong, Yichen Li, Guangba Yu, Wenwei Gu, Jinxi Kuang, Yintong Huo, Michael R. Lyu

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

Explainable Knowledge Graph Retrieval-Augmented Generation (KG-RAG) with KG-SMILE

Zahra Zehtabi Sabeti Moghaddam, Zeinab Dehghani, Maneeha Rani, Koorosh Aslansefat, Bhupesh Kumar Mishra, Rameez Raja Kureshi, Dhavalkumar Thakker

专题命中 图谱与结构化RAG ：retrieval-augmented generation(title,abstract)；RAG(title,abstract)；分类 cs.AI

Multilevel Analysis of Cryptocurrency News using RAG Approach with Fine-Tuned Mistral Large Language Model

Bohdan M. Pavlyshenko

机构 * Ivan Franko National University of Lviv（弗拉基米尔·伊万诺维奇·帕瓦利申科国立大学） 纠错

专题命中 图谱与结构化RAG ：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.CL、cs.AI

PG-Agent: An Agent Powered by Page Graph

Weizhi Chen, Ziwei Wang, Leyang Yang, Sheng Zhou, Xiaoxuan Tang, Jiajun Bu, Yong Li, Wei Jiang

机构 * Zhejiang Key Lab of Accessible Perception \& Intelligent Systems, Zhejiang University Hangzhou China ； Zhejiang University 纠错

专题命中 多模态RAG ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.AI

Comments Paper accepted to ACM MM 2025

FutureGen: A RAG-based Approach to Generate the Future Work of Scientific Article

Ibrahim Al Azher, Miftahul Jannat Mokarrama, Zhishuai Guo, Sagnik Ray Choudhury, Hamed Alhoori

机构 * Dept of Computer Science Northern Illinois University（计算机科学系 北伊利诺伊大学） ； Dept of Computer Science University of North Texas（计算机科学系 德克萨斯大学） 纠错

专题命中 RAG评测 ：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.CL

Comments 12 pages, 6 figures, Accepted for publication at the Workshop on AI Principles in Science Communication (Ai4SC'25), held in conjunction with the IEEE eScience Conference 2025

SAMVAD: A Multi-Agent System for Simulating Judicial Deliberation Dynamics in India

Prathamesh Devadiga, Omkaar Jayadev Shetty, Pooja Agarwal

机构 * PES University（PES大学） 纠错

专题命中 RAG评测 ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.AI