RAG / 检索增强生成

The RAG Paradox: A Black-Box Attack Exploiting Unintentional Vulnerabilities in Retrieval-Augmented Generation Systems

Chanwoo Choi, Jinsoo Kim, Sukmin Cho, Soyeong Jeong, Buru Chang

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

Retrieval Augmented Generation-Enhanced Distributed LLM Agents for Generalizable Traffic Signal Control with Emergency Vehicles

Xinhang Li, Qing Guo, Junyu Chen, Zheng Guo, Shengzhe Xu, Lei Li, Lin Zhang

机构 * School of Artificial Intelligence, Beijing University of Posts（人工智能学院，北京邮电大学） ； Beijing Big Data Center（北京大数据中心） 纠错

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

ClueAnchor: Clue-Anchored Knowledge Reasoning Exploration and Optimization for Retrieval-Augmented Generation

Hao Chen, Yukun Yan, Sen Mei, Wanxiang Che, Zhenghao Liu, Qi Shi, Xinze Li, Yuchun Fan, Pengcheng Huang, Qiushi Xiong, 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

MisSynth: Improving MISSCI Logical Fallacies Classification with Synthetic Data

Mykhailo Poliakov, Nadiya Shvai

机构 * National University of Kyiv-Mohyla Academy（基辅-莫希拉学院国家大学） 纠错

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

Nek Minit: Harnessing Pragmatic Metacognitive Prompting for Explainable Sarcasm Detection of Australian and Indian English

Ishmanbir Singh, Dipankar Srirag, Aditya Joshi

机构 * University of New South Wales（新南威尔士大学） 纠错

专题命中 检索器与排序 ：knowledge retrieval(abstract)；分类 cs.CL、cs.AI

Comments ALTA 2025 (Best Paper Honorable Mention). Camera-ready

Beyond Long Context: When Semantics Matter More than Tokens

Tarun Kumar Chawdhury, Jon D. Duke

机构 * Georgia Institute of Technology（佐治亚理工学院） 纠错

专题命中 长文档RAG ：retrieval augmented generation(abstract)；分类 cs.CL

Comments 12 pages, 5 figures

SignalLLM: A General-Purpose LLM Agent Framework for Automated Signal Processing

Junlong Ke, Qiying Hu, Shenghai Yuan, Yuecong Xu, Jianfei Yang

机构 * Department of Electronic Engineering, Tsinghua University（清华大学电子工程系） ； School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore（南洋理工大学电子与电气工程学院） ； MARS Lab, Nanyang Technological University, Singapore（南洋理工大学MARS实验室） 纠错

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

Comments 11 pages

GraphCompliance: Aligning Policy and Context Graphs for LLM-Based Regulatory Compliance

Jiseong Chung, Ronny Ko, Wonchul Yoo, Makoto Onizuka, Sungmok Kim, Tae-Wan Kim, Won-Yong Shin

机构 * Seoul National University（首尔国立大学） ； Osaka University（大阪大学） ； Yonsei University（延世大学） 纠错

专题命中 图谱与结构化RAG ：RAG(abstract)；分类 cs.IR、cs.AI

Comments Under review at The Web Conference 2026 (Semantics & Knowledge track). Code will be released upon acceptance. This arXiv v1 contains no repository links to preserve double-blind review

CRAG-MM: Multi-modal Multi-turn Comprehensive RAG Benchmark

Jiaqi Wang, Xiao Yang, Kai Sun, Parth Suresh, Sanat Sharma, Adam Czyzewski, Derek Andersen, Surya Appini, Arkav Banerjee, Sajal Choudhary, Shervin Ghasemlou, Ziqiang Guan, Akil Iyer, Haidar Khan, Lingkun Kong, Roy Luo, Tiffany Ma, Zhen Qiao, David Tran, Wenfang Xu, Skyler Yeatman, Chen Zhou, Gunveer Gujral, Yinglong Xia, Shane Moon, Nicolas Scheffer, Nirav Shah, Eun Chang, Yue Liu, Florian Metze, Tammy Stark, Zhaleh Feizollahi, Andrea Jessee, Mangesh Pujari, Ahmed Aly, Babak Damavandi, Rakesh Wanga, Anuj Kumar, Rohit Patel, Wen-tau Yih, Xin Luna Dong

机构 * Meta Reality Labs（Meta现实实验室） ； Meta Superintelligence Labs（Meta超智能实验室） ； FAIR, Meta（FAIR，Meta） ； Meta 纠错

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

SecureReviewer: Enhancing Large Language Models for Secure Code Review through Secure-aware Fine-tuning

Fang Liu, Simiao Liu, Yinghao Zhu, Xiaoli Lian, Li Zhang

机构 * 1 State Key Laboratory of Complex \& Critical Software Environment, School of Computer Science ； Engineering, Beihang University, China 纠错

专题命中 RAG评测 ：RAG(abstract)；分类 cs.CL、cs.AI

Comments Accepted by ICSE 2026. Code and data: https://github.com/SIMIAO515/SecureReviewer

Symbolically Scaffolded Play: Designing Role-Sensitive Prompts for Generative NPC Dialogue

Vanessa Figueiredo, David Elumeze

机构 * ExplorAI, Department of Computer Science, University of Regina（ExplorAI，计算机科学系，里嘉大学） 纠错

专题命中 RAG评测 ：RAG(abstract)；分类 cs.AI