RAG / 检索增强生成

LLM-Agent-Controller: A Universal Multi-Agent Large Language Model System as a Control Engineer

Rasoul Zahedifar, Sayyed Ali Mirghasemi, Mahdieh Soleymani Baghshah, Alireza Taheri

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

RankLLM: A Python Package for Reranking with LLMs

Sahel Sharifymoghaddam, Ronak Pradeep, Andre Slavescu, Ryan Nguyen, Andrew Xu, Zijian Chen, Yilin Zhang, Yidi Chen, Jasper Xian, Jimmy Lin

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

Comments SIGIR 2025

Chatbot Arena Meets Nuggets: Towards Explanations and Diagnostics in the Evaluation of LLM Responses

Sahel Sharifymoghaddam, Shivani Upadhyay, Nandan Thakur, Ronak Pradeep, Jimmy Lin

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

Comments 10 pages, 8 figures, 3 tables

Continually Self-Improving Language Models for Bariatric Surgery Question--Answering

Yash Kumar Atri, Thomas H Shin, Thomas Hartvigsen

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

Comments Data and Code available at https://github.com/yashkumaratri/bRAGgen

MIRACL-VISION: A Large, multilingual, visual document retrieval benchmark

Radek Osmulski, Gabriel de Souza P. Moreira, Ronay Ak, Mengyao Xu, Benedikt Schifferer, Even Oldridge

机构 * The Thørväld Group（Thørväld集团） ； Inria Paris-Rocquencourt（巴黎-罗克琴库尔Inria） ； Rajiv Gandhi University Doimukh（拉朱·甘地大学多伊穆克） ； Tsinghua University（清华大学） ； Palmer Research Laboratories（Palmer研究实验室） ； The Kumquat Consortium（Kumquat联盟） 纠错

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

SEReDeEP: Hallucination Detection in Retrieval-Augmented Models via Semantic Entropy and Context-Parameter Fusion

Lei Wang

机构 * Hunan University（湖南大学） 纠错

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

Osiris: A Lightweight Open-Source Hallucination Detection System

Alex Shan, John Bauer, Christopher D. Manning

机构 * Stanford University（斯坦福大学） ； Stanford HAI（斯坦福HAI） 纠错

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

Comments Stanford 191W

A Proposal for Evaluating the Operational Risk for ChatBots based on Large Language Models

Pedro Pinacho-Davidson, Fernando Gutierrez, Pablo Zapata, Rodolfo Vergara, Pablo Aqueveque

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

Comments 21 pages

AKIBoards: A Structure-Following Multiagent System for Predicting Acute Kidney Injury

David Gordon, Panayiotis Petousis, Susanne B. Nicholas, Alex A. T. Bui

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

Comments Accepted at International Conference on Autonomous Agents and Multiagent Systems (AAMAS) Workshop, 2025

ResNetVLLM-2: Addressing ResNetVLLM's Multi-Modal Hallucinations

Ahmad Khalil, Mahmoud Khalil, Alioune Ngom

机构 * University of Windsor（温莎大学） 纠错

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

ScholarCopilot: Training Large Language Models for Academic Writing with Accurate Citations

Yubo Wang, Xueguang Ma, Ping Nie, Huaye Zeng, Zhiheng Lyu, Yuxuan Zhang, Benjamin Schneider, Yi Lu, Xiang Yue, Wenhu Chen

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

100% Elimination of Hallucinations on RAGTruth for GPT-4 and GPT-3.5 Turbo

Michael C. Wood, Adam A. Forbes

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

RustEvo^2: An Evolving Benchmark for API Evolution in LLM-based Rust Code Generation

Linxi Liang, Jing Gong, Mingwei Liu, Chong Wang, Guangsheng Ou, Yanlin Wang, Xin Peng, Zibin Zheng

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

Agentic Search Engine for Real-Time IoT Data

Abdelrahman Elewah, Khalid Elgazzar

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

Conversational Gold: Evaluating Personalized Conversational Search System using Gold Nuggets

Zahra Abbasiantaeb, Simon Lupart, Leif Azzopardi, Jeffery Dalton, Mohammad Aliannejadi

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

GPIoT: Tailoring Small Language Models for IoT Program Synthesis and Development

Leming Shen, Qiang Yang, Xinyu Huang, Zijing Ma, Yuanqing Zheng

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

ChineseEcomQA: A Scalable E-commerce Concept Evaluation Benchmark for Large Language Models

Haibin Chen, Kangtao Lv, Chengwei Hu, Yanshi Li, Yujin Yuan, Yancheng He, Xingyao Zhang, Langming Liu, Shilei Liu, Wenbo Su, Bo Zheng

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

OpenThaiGPT 1.5: A Thai-Centric Open Source Large Language Model

Sumeth Yuenyong, Kobkrit Viriyayudhakorn, Apivadee Piyatumrong, Jillaphat Jaroenkantasima

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

Comments 8 pages, 4 tables

CiteCheck: Towards Accurate Citation Faithfulness Detection

Ziyao Xu, Shaohang Wei, Zhuoheng Han, Jing Jin, Zhe Yang, Xiaoguang Li, Haochen Tan, Zhijiang Guo, Houfeng Wang

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

Elevating Legal LLM Responses: Harnessing Trainable Logical Structures and Semantic Knowledge with Legal Reasoning

Rujing Yao, Yang Wu, Chenghao Wang, Jingwei Xiong, Fang Wang, Xiaozhong Liu

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

LLMSecConfig: An LLM-Based Approach for Fixing Software Container Misconfigurations

Ziyang Ye, Triet Huynh Minh Le, M. Ali Babar

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

GroUSE: A Benchmark to Evaluate Evaluators in Grounded Question Answering

Sacha Muller, António Loison, Bilel Omrani, Gautier Viaud

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

Comments Proceedings of the 31st International Conference on Computational Linguistics

Journal ref Proceedings of the 31st International Conference on Computational Linguistics (2025), pages 4510 to 4534, Abu Dhabi, UAE. Association for Computational Linguistics

Generative Information Retrieval Evaluation

Marwah Alaofi, Negar Arabzadeh, Charles L. A. Clarke, Mark Sanderson

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

Comments This chapter is part of the book Information Access in the Era of Generative AI, co-edited by Chirag Shah and Ryen White

ASTRAL: Automated Safety Testing of Large Language Models

Miriam Ugarte, Pablo Valle, José Antonio Parejo, Sergio Segura, Aitor Arrieta

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

Journal ref The 6th ACM/IEEE International Conference on Automation of Software Test (AST 2025)

THaMES: An End-to-End Tool for Hallucination Mitigation and Evaluation in Large Language Models

Mengfei Liang, Archish Arun, Zekun Wu, Cristian Munoz, Jonathan Lutch, Emre Kazim, Adriano Koshiyama, Philip Treleaven

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

Comments NeurIPS 2024 SoLaR (Socially Responsible Language Modelling Research ) Workshop

Journal ref NeurIPS Workshop on Socially Responsible Language Modelling Research 2024

CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity Education

Tianyu Wang, Nianjun Zhou, Zhixiong Chen

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

Comments 11 pages, 8 figures

Enhancing Talent Employment Insights Through Feature Extraction with LLM Finetuning

Karishma Thakrar, Nick Young

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

End-to-End Bangla AI for Solving Math Olympiad Problem Benchmark: Leveraging Large Language Model Using Integrated Approach

H. M. Shadman Tabib, Jaber Ahmed Deedar

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

Journal ref IJNLC,vol:13, Issue:5/6, page 49-59,2024

LLM Agent for Fire Dynamics Simulations

Leidong Xu, Danyal Mohaddes, Yi Wang

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

Comments NeurIPS 2024 Foundation Models for Science Workshop (38th Conference on Neural Information Processing Systems). 12 pages, 8 figures

Efficient VoIP Communications through LLM-based Real-Time Speech Reconstruction and Call Prioritization for Emergency Services

Danush Venkateshperumal, Rahman Abdul Rafi, Shakil Ahmed, Ashfaq Khokhar

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

Comments 15 pages,8 figures