RAG / 检索增强生成

A Comparison of Conversational Models and Humans in Answering Technical Questions: the Firefox Case

Joao Correia, Daniel Coutinho, Marco Castelluccio, Caio Barbosa, Rafael de Mello, Anita Sarma, Alessandro Garcia, Marco Gerosa, Igor Steinmacher

机构 * Pontifical Catholic University（天主教大学） ； Mozilla Corporation（Mozilla公司） ； Federal University of Rio de Janeiro（里约热内卢联邦大学） ； Oregon State University（俄勒冈州立大学） ； Northern Arizona University（北亚利桑那大学） 纠错

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

Comments 13 pages

IM-Chat: A Multi-agent LLM Framework Integrating Tool-Calling and Diffusion Modeling for Knowledge Transfer in Injection Molding Industry

Junhyeong Lee, Joon-Young Kim, Heekyu Kim, Inhyo Lee, Seunghwa Ryu

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

ECG-LLM -- training and evaluation of domain-specific large language models for electrocardiography

Lara Ahrens, Wilhelm Haverkamp, Nils Strodthoff

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

Comments 34 pages, 8 figures, code available at https://github.com/AI4HealthUOL/ecg-llm

SpareCodeSearch: Searching for Code Context When You Have No Spare GPU

Minh Nguyen

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

Comments 4 pages, 3 figures, 4 tables. Accepted to Context Collection Workshop co-located with ASE'25

LegalWiz: A Multi-Agent Generation Framework for Contradiction Detection in Legal Documents

Ananya Mantravadi, Shivali Dalmia, Olga Pospelova, Abhishek Mukherji, Nand Dave, Anudha Mittal

机构 * Centific ； Amazon（亚马逊） 纠错

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

On-Premise AI for the Newsroom: Evaluating Small Language Models for Investigative Document Search

Nick Hagar, Nicholas Diakopoulos, Jeremy Gilbert

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

Comments Accepted to Computation + Journalism Symposium 2025

AI Agents vs. Agentic AI: A Conceptual Taxonomy, Applications and Challenges

Ranjan Sapkota, Konstantinos I. Roumeliotis, Manoj Karkee

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

Journal ref Information Fusion, 2025

Detecting Corpus-Level Knowledge Inconsistencies in Wikipedia with Large Language Models

Sina J. Semnani, Jirayu Burapacheep, Arpandeep Khatua, Thanawan Atchariyachanvanit, Zheng Wang, Monica S. Lam

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

Comments EMNLP 2025 (Main Conference)

AtomR: Atomic Operator-Empowered Large Language Models for Heterogeneous Knowledge Reasoning

Amy Xin, Jinxin Liu, Zijun Yao, Zhicheng Lee, Shulin Cao, Lei Hou, Juanzi Li

机构 * Tsinghua University（清华大学） 纠错

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

AI-driven formative assessment and adaptive learning in data-science education: Evaluating an LLM-powered virtual teaching assistant

Fadjimata I Anaroua, Qing Li, Yan Tang, Hong P. Liu

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

SymRTLO: Enhancing RTL Code Optimization with LLMs and Neuron-Inspired Symbolic Reasoning

Yiting Wang, Wanghao Ye, Ping Guo, Yexiao He, Ziyao Wang, Bowei Tian, Shwai He, Guoheng Sun, Zheyu Shen, Sihan Chen, Ankur Srivastava, Qingfu Zhang, Gang Qu, Ang Li

机构 * University of Maryland, College Park（马里兰大学科帕克分校） ； City University of Hong Kong（香港城市大学） ； University of Southern California（南加州大学） 纠错

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

Comments NeurIPS 2025

A review of faithfulness metrics for hallucination assessment in Large Language Models

Ben Malin, Tatiana Kalganova, Nikoloas Boulgouris

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

Comments 13 pages, 6 tables

Beyond ROUGE: N-Gram Subspace Features for LLM Hallucination Detection

Jerry Li, Evangelos Papalexakis

机构 * University of California, Riverside（加州大学河滨分校） 纠错

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

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

LLM Embedding-based Attribution (LEA): Quantifying Source Contributions to Generative Model's Response for Vulnerability Analysis

Reza Fayyazi, Michael Zuzak, Shanchieh Jay Yang

机构 * Rochester Institute of Technology（罗切斯特技术学院） ； Gonzaga University（戈兹加大学） 纠错

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

L3Cube-IndicHeadline-ID: A Dataset for Headline Identification and Semantic Evaluation in Low-Resource Indian Languages

Nishant Tanksale, Tanmay Kokate, Darshan Gohad, Sarvadnyaa Barate, Raviraj Joshi

机构 * Department of Information Technology, PICT, Pune（信息科技系，PICT，普那） ； Indian Institute of Technology Madras, Chennai（印度理工学院马德拉斯分校，钦奈） ； L3Cube Labs, Pune（L3Cube实验室，普那） 纠错

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

QHackBench: Benchmarking Large Language Models for Quantum Code Generation Using PennyLane Hackathon Challenges

Abdul Basit, Minghao Shao, Muhammad Haider Asif, Nouhaila Innan, Muhammad Kashif, Alberto Marchisio, Muhammad Shafique

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

Comments To appear at the IEEE International Conference on Quantum Artificial Intelligence (QAI), Naples, Italy, November 2025

CAMB: A comprehensive industrial LLM benchmark on civil aviation maintenance

Feng Zhang, Chengjie Pang, Yuehan Zhang, Chenyu Luo

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

AI for Statutory Simplification: A Comprehensive State Legal Corpus and Labor Benchmark

Emaan Hariri, Daniel E. Ho

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

Comments 10 pages, 3 figures. To appear in ICAIL 2025

Meet Your New Client: Writing Reports for AI -- Benchmarking Information Loss in Market Research Deliverables

Paul F. Simmering, Benedikt Schulz, Oliver Tabino, Georg Wittenburg

机构 * Agentur für Forschung GmbH（研究机构） ； Inspirient GmbH（研究机构） 纠错

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

Comments 16 pages, 4 figures, 3 tables

PersonaBench: Evaluating AI Models on Understanding Personal Information through Accessing (Synthetic) Private User Data

Juntao Tan, Liangwei Yang, Zuxin Liu, Zhiwei Liu, Rithesh Murthy, Tulika Manoj Awalgaonkar, Jianguo Zhang, Weiran Yao, Ming Zhu, Shirley Kokane, Silvio Savarese, Huan Wang, Caiming Xiong, Shelby Heinecke

机构 * Salesforce AI Research（Salesforce人工智能研究） 纠错

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

Comments In Findings of the Association for Computational Linguistics: ACL 2025

CryptoScope: Utilizing Large Language Models for Automated Cryptographic Logic Vulnerability Detection

Zhihao Li, Zimo Ji, Tao Zheng, Hao Ren, Xiao Lan

机构 * Sichuan University（四川大学） ； The Hong Kong University of Science and Technology（香港科学与技术大学） 纠错

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

Impact-driven Context Filtering For Cross-file Code Completion

Yanzhou Li, Shangqing Liu, Kangjie Chen, Tianwei Zhang, Yang Liu

机构 * Nanyang Technological University（南洋理工大学） ； Nanjing University（南京大学） 纠错

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

Toward Low-Latency End-to-End Voice Agents for Telecommunications Using Streaming ASR, Quantized LLMs, and Real-Time TTS

Vignesh Ethiraj, Ashwath David, Sidhanth Menon, Divya Vijay

机构 * NetoAI 纠错

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

LeakSealer: A Semisupervised Defense for LLMs Against Prompt Injection and Leakage Attacks

Francesco Panebianco, Stefano Bonfanti, Francesco Trovò, Michele Carminati

机构 * Politecnico di Milano（米兰理工学院） 纠错

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

Comments 22 pages, preprint

Enhancing Project-Specific Code Completion by Inferring Internal API Information

Le Deng, Xiaoxue Ren, Chao Ni, Ming Liang, David Lo, Zhongxin Liu

机构 * State Key Laboratory of Blockchain and Data Security, Zhejiang University（区块链与数据安全国家重点实验室，浙江大学） ； Ant Group（蚂蚁集团） ； School of Computing and Information Systems, Singapore Management University（新加坡管理大学计算机与信息系） 纠错

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

Vuyko Mistral: Adapting LLMs for Low-Resource Dialectal Translation

Roman Kyslyi, Yuliia Maksymiuk, Ihor Pysmennyi

机构 * National Technical University of Ukraine "Igor Sikorsky Kyiv Polytechnic Institute"（乌克兰国家技术大学 "伊戈尔·西科斯基基土夫技术学院"） ； Ukrainian Catholic University（乌克兰天主教大学） 纠错

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

Comments Preprint. Will be published at Proceedings of the Fourth Ukrainian Natural Language Processing Workshop (UNLP)

Journal ref Proceedings of the Workshop on Ukrainian Natural Language Processing (UNLP), ACL 2025

Adopting Large Language Models to Automated System Integration

Robin D. Pesl

机构 * University of Stuttgart, Stuttgart, Germany（斯图加特大学） 纠错

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

Comments This preprint has not undergone peer review (when applicable) or any post-submission improvements or corrections. The Version of Record of this contribution is published in Intelligent Information Systems. CAiSE 2025. Lecture Notes in Business Information Processing, vol 557. Springer, Cham., and is available online at https://doi.org/10.1007/978-3-031-94590-8_37

Journal ref Intelligent Information Systems. CAiSE 2025. Lecture Notes in Business Information Processing, vol 557. Springer, Cham

X-Intelligence 3.0: Training and Evaluating Reasoning LLM for Semiconductor Display

Xiaolin Yan, Yangxing Liu, Jiazhang Zheng, Chi Liu, Mingyu Du, Caisheng Chen, Haoyang Liu, Ming Ding, Yuan Li, Qiuping Liao, Linfeng Li, Zhili Mei, Siyu Wan, Li Li, Ruyi Zhong, Jiangling Yu, Xule Liu, Huihui Hu, Jiameng Yue, Ruohui Cheng, Qi Yang, Liangqing Wu, Ke Zhu, Chi Zhang, Chufei Jing, Yifan Zhou, Yan Liang, Dongdong Li, Zhaohui Wang, Bin Zhao, Mingzhou Wu, Mingzhong Zhou, Peng Du, Zuomin Liao, Chao Dai, Pengfei Liang, Xiaoguang Zhu, Yu Zhang, Yu Gu, Kun Pan, Yuan Wu, Yanqing Guan, Shaojing Wu, Zikang Feng, Xianze Ma, Peishan Cheng, Wenjuan Jiang, Jing Ba, Huihao Yu, Zeping Hu, Yuan Xu, Zhiwei Liu, He Wang, Zhenguo Lin, Ming Liu, Yanhong Meng

机构 * TCL Corporate Research（TCL企业研究） ； TCL China Star Optoelectronic Technology Co Ltd.（TCL中国星光电技术有限公司） ； National Center of Technology Innovation for Display（显示技术创新国家中心） 纠错

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

Comments Technical Report

HKGAI-V1: Towards Regional Sovereign Large Language Model for Hong Kong

Sirui Han, Junqi Zhu, Ruiyuan Zhang, Yike Guo

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